More Than Pixels

Ever wanted to analyze your pixels and not just get some histograms, gradients or edges out of it?

Vision-Language Models (VLMs) are here to help!

In my talk I give two use-cases for VLMs and how they can be used to analyze images.

The slides are very visual without much text, so it might not be inherently clear what is going on for everyone ;)

Transcript

2. About Me JOHANNES KOLBE DATA SCIENTIST AT CELEBRATE COMPANY ML GENERALIST M.SC. IN COMPUTER SCIENCE AT TU BERLIN HUGGING FACE FELLOW AI EDUCATOR COMMUNITY COMPUTER VISION COURSE SPEAKER AT PYDATA LONDON, EUROPYTHON, PYTHON PIZZA HAMBURG, PYCON AFRICA linkedin.com/in/johko/ github.com/johko
3. Sea of Memories First Adventure
6. Task ?
7. CLIP
8. CLIP NotReallyOpenAI Inc.
9. CLIP NotReallyOpenAI Inc. Vision Encoder
10. CLIP NotReallyOpenAI Inc. Vision Encoder Text Encoder
11. CLIP Vision Encoder Text Encoder “An Orca jumping out of the water”
12. Captured An Orca jumping out of the water. A lighthouse standing among rocks An impressive octopus. A giant wave breaking. Two seagulls flying in the sky.
13. Captured
14. Datasets
15. Datasets huggingface/datasets 19,1k
16. Datasets Datasets Datasets
17. Datasets Datasets Local Files (csv, json, text, images, audio) Pre-built Datasets from HF Hub Datasets Data Structures (dicts, dataframes, ...)
18. Facebook AI Similarity Search facebookresearch/faiss 30,9k
19. Datasets Datasets Datasets FAISS
20. Datasets Datasets Data Embeddings Datasets FAISS Similar Datapoints
21. Embedding Vision Encoder Input
22. Embedding Vision Encoder Datasets Input
23. Embedding Vision Encoder Datasets FAISS Input
24. Text Encoder “Picture of an Orca” Text Input Retrieval
25. Text Encoder Datasets “Picture of an Orca” Text Input Retrieval
26. Text Encoder Datasets FAISS “Picture of an Orca” Text Input Retrieval
27. Text Encoder Datasets FAISS “Picture of an Orca” Text Input Retrieval
28. CLIP Alternatives SigLIP EVA-CLIP MobileCLIP
29. Datasets-FAISS Alternatives
30. Mystery of the Jungle Second Adventure
31. The Data
32. The Mystery
33. The Task
34. The Problem CLIP Space
35. Florence-2 Florence-2: Advancing a Unified Representation for a Variety of Vision Tasks
36. Captioning Classification Segmentation Region Proposal Detailed Caption OCR A multi-talented Monster Visual Grounding & Object Detection
37. Data is All You Need
38. More Data is All You Need
39. Even More Data is All You Need
40. Captioning
41. Captioning A wild boar walking through a forest on a trail camera
42. (Detailed) Captioning The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion.
43. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. Text Clustering The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion.
44. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. Topic Modeling The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion.
45. BERTopic MaartenGr/BERTopic 6,1k
46. BERTopic The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion.
47. BERTopic The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. Picture of a Boar Picture of a Cheetah Picture of Birds Picture of Unknown
48. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. BERTopic LLM
49. Workflow
50. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. Workflow The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion.
51. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. Workflow The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion.
52. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion. Workflow The image shows a wild boar walking through a forest. The boar is dark brown in color and appears to be walking on a bed of fallen leaves and twigs. It is walking towards the right side of the image, with its head down and its mouth slightly open. The background is filled with trees and foliage, and there is a small bird feeder hanging from one of the trees. The image is taken from a distance, and the boar's body is slightly blurred, indicating that it is in motion.
53. Conclusion
54. Conclusion
55. Thank you
56. Code siglip_model = SiglipModel.from_pretrained("google/siglip-base-patch16-224") siglip_processor = AutoProcessor.from_pretrained("google/siglip-base-patch16-224") siglip_tokenizer = AutoTokenizer.from_pretrained("google/siglip-base-patch16-224") def create_image_embeddings(images, model, processor): inputs = processor(images=images, return_tensors="pt") model = model.to(device) inputs = inputs.to(device) with torch.no_grad(): image_embeds = model.get_image_features(**inputs) return image_embeds.view(-1)
57. Code def create_text_embedding(text, model, tokenizer): padding = "max_length" inputs = tokenizer(text, return_tensors="pt", padding=padding) inputs.to(device) model.to(device) with torch.no_grad(): text_embeds = model.get_text_features(**inputs) return text_embeds.view(-1).tolist()
58. dataset = load_dataset("ceyda/fashion-products-small") dataset = dataset.map(embed_images) dataset.add_faiss_index(column="image_embeddings") query = create_text_embedding(“A picture of a boar”, siglip_model, siglip_tokenizer) scores, retrieved_examples = ds_with_embeddings.get_nearest_examples("image_embeddings", query, k=10) retrieved_examples[”image”][0] Code
59. Demo https://huggingface.co/spaces/johko/qdrant_multimodal_search
60. Code dataset = load_dataset("jnle/wildlife_conservation_camera_trap_dataset") model_florence2 = AutoModelForCausalLM.from_pretrained( "gokaygokay/Florence-2-SD3-Captioner", trust_remote_code=True) processor_florence2 = AutoProcessor.from_pretrained( "gokaygokay/Florence-2-SD3-Captioner", trust_remote_code=True)
61. Code def infer_florence2(self, images, model, processor): task_prompt = "<DESCRIPTION>" prompt = task_prompt + "Describe this image in great detail." inputs = processor( images=images, text=[prompt] * len(images), return_tensors="pt", ).to(self.device) outputs = model.generate( input_ids=inputs["input_ids"], pixel_values=inputs["pixel_values"], max_new_tokens=1024, num_beams=3, ) generated_texts = processor.batch_decode(outputs, skip_special_tokens=False)
62. Code processed_texts = [] for text in generated_texts: parsed_answer = processor.post_process_generation( text, task=task_prompt, image_size=(image_batch[0].width, image_batch[0].height), ) modified_text = self.modify_caption_florence2(parsed_answer["<DESCRIPTION>"]) processed_texts.append(modified_text) created_captions.extend(processed_texts)
63. Code topic_model = BERTopic() topics, probs = topic_model.fit_transform(created_captions) topic_model.get_topic_info()