Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
TGS Salt Identification Challenge 12th place so...
Search
catla
November 30, 2018
Research
12k
3
Share
TGS Salt Identification Challenge 12th place solution
catla
November 30, 2018
More Decks by catla
See All by catla
ベイズ深層学習(6.3)
catla
2
240
ベイズ深層学習(6.2)
catla
3
240
[読み会資料] Federated Learning for Vision-and-Language Grounding Problems
catla
0
320
ベイズ深層学習(5.1~5.2)
catla
0
230
ベイズ深層学習(4.1)
catla
0
460
ベイズ深層学習(3.3~3.4)
catla
19
11k
ベイズ深層学習(2.2~2.4)
catla
6
1.3k
23回アルゴリズムコンテスト 1位解法
catla
6
680
Learning Lightweight Lane Detection CNNs by Self Attention Distillation(ICCV2019)の紹介
catla
0
620
Other Decks in Research
See All in Research
生成AI による論文執筆サポート・ワークショップ 論文執筆・推敲編 / Generative AI-Assisted Paper Writing Support Workshop: Drafting and Revision Edition
ks91
PRO
0
180
ウェブ・ソーシャルメディア論文読み会 第36回: The Stepwise Deception: Simulating the Evolution from True News to Fake News with LLM Agents (EMNLP, 2025)
hkefka385
0
220
YOLO26_ Key Architectural Enhancements and Performance Benchmarking for Real-Time Object Detection
satai
3
390
都市交通マスタープランとその後への期待@熊本商工会議所・熊本経済同友会
trafficbrain
0
190
「なんとなく」の顧客理解から脱却する ──顧客の解像度を武器にするインサイトマネジメント
tajima_kaho
10
7.4k
[Devfest Incheon 2025] 모두를 위한 친절한 언어모델(LLM) 학습 가이드
beomi
2
1.5k
SREはサイバネティクスの夢をみるか? / Do SREs Dream of Cybernetics?
yuukit
3
480
空間音響処理における物理法則に基づく機械学習
skoyamalab
0
260
通時的な類似度行列に基づく単語の意味変化の分析
rudorudo11
0
250
世界モデルにおける分布外データ対応の方法論
koukyo1994
7
2.1k
AIスーパーコンピュータにおけるLLM学習処理性能の計測と可観測性 / AI Supercomputer LLM Benchmarking and Observability
yuukit
1
820
AIエージェント時代のLLM-jpモデルのあるべき姿
k141303
0
240
Featured
See All Featured
Visualizing Your Data: Incorporating Mongo into Loggly Infrastructure
mongodb
49
9.9k
Product Roadmaps are Hard
iamctodd
PRO
55
12k
Evolving SEO for Evolving Search Engines
ryanjones
0
180
10 Git Anti Patterns You Should be Aware of
lemiorhan
PRO
659
61k
The untapped power of vector embeddings
frankvandijk
2
1.7k
A Tale of Four Properties
chriscoyier
163
24k
Un-Boring Meetings
codingconduct
0
270
Navigating the moral maze — ethical principles for Al-driven product design
skipperchong
2
330
Leo the Paperboy
mayatellez
7
1.7k
Stewardship and Sustainability of Urban and Community Forests
pwiseman
0
180
Scaling GitHub
holman
464
140k
Why Our Code Smells
bkeepers
PRO
340
58k
Transcript
5(44BMU*EFOUJpDBUJPO$IBMMFOHF 5FBN-FBSOJOHUIF'VUVSF UIQMBDFTPMVUJPO DBUMB ,BHHMFNFFUVQ LBHHMF@UPLZP
ࣗݾհ ໊લܡɹঘً 5XJUUFS!LBUTVSB@KQ ॴଐஜେֶɹใֶ܈ɹใՊֶྨɹ ϓϩάϥϛϯάྺ ઐ߈ແ͠ ͦͷଞ
ࠓճ͕,BHHMFॳઓ
νʔϜհ
ίϯϖͷ֓ཁ ը૾͔ΒԘؚ͕·Ε͍ͯΔ෦ΛృΓֆ͢Δίϯϖ ηϚϯςΟοΫηάϝϯςʔγϣϯ *OQVUσʔλάϨʔεέʔϧը૾ Y σʔλ EFQUIσʔλը૾ͷਂ͞ใ 5SBJOJOHEBUBTFUຕ 5FTUEBUBTFUຕ ࢀՃνʔϜ
UFBNT σʔλαΠζ͕খ͍͞ ظؒɿd
wධՁࢦඪ w *P6 JOUFSTFDUJPOPWFSVOJPO ίϯϖͷ֓ཁ w͔ͬͨ͠ wॎʹਨͳϚεΫͷ༧ଌਫ਼
1VCMJD-#UI
1SJWBUF-#UI
4PMVUJPO 6/FUϕʔε
4PMVUJPO
4PMVUJPO 6/FU
4PMVUJPO d#BTF&ODPEFSd DBUMB 3FT/F9U MZBLB 3FT/FU BMVQ
3FT/FU 3FT/F9U DPTUBT 3FT/FU PVSBOPT %FOTF/FU USJBO 3FT/FU
4PMVUJPO .BY1PPMJOH $POWE TUSJEFT *OQVUTJ[F Y Y
4PMVUJPOd&ODPEFSd #BDLCPOF#MPDL #BDLCPOF#MPDL Y D D
I X D (MPCBMQPPMJOH %FOTF 3FMV %FOTF 4JHNPJE
4PMVUJPOd&ODPEFSd #BDLCPOF#MPDL #BDLCPOF#MPDL Y Y I X D (MPCBMQPPMJOH %FOTF
D D 3FMV %FOTF 4JHNPJE $POWE LFSOFMTJ[F PVUDIBOOFM 4JHNPJE I X I X D
4PMVUJPOdDFOUFSd $POWE #/ 3FMV $POW % $POWE #/ 3FMV $POWE
#/ 3FMV $POW % $POW % $POW % %%FMBUJPO
4PMVUJPOd%FDPSEFSd $POWE #/ 3FMV $POWE #/ 3FMV Y Y
D D $POWE LFSOFMTJ[F PVUDIBOOFM 4JHNPJE I X I X D $POWE #/ 3FMV $POWE #/ 3FMV I X D (MPCBMQPPMJOH %FOTF 3FMV %FOTF 4JHNPJE
4PMVUJPO -PTT 'PDBM-PTT -PWBT[MPTT BDUJWBUJPO3FMVPSFMV 0QUJNJ[FS "EBN NPNFOUVN4(%
4PMVUJPO )ZQFSDPMNO
4PMVUJPO ɾQTFVEPMBCFMJOH ɾ4OBQ4IPU&OTFNCMJOH ɾ'BTU(FPNFUSJD&OTFNCMJOH
4PMVUJPO
4PMVUJPO -PTT
4PMVUJPOd1PTU1SPDFTTJOHd
4PMVUJPOd1PTU1SPDFTTJOHd
4PMVUJPOd1PTU1SPDFTTJOHd 1VCMJD-# 1SJWBUF-#ʹɺ ӨڹΛ༩͑ͳ͔ͬͨ
͓ΘΓʹ 5XJUUFS աڈͷίϯϖ 2JJUB (JU)VC .FEJVN 4MJEFTIBSF BS9JW ຊ FUDʜ
ͲΜͲΜ׆༻͠Α͏ʂ ᩦཉʹ୳ͤ༗༻ͳใ͕͝Ζ͝Ζམͪͯ ·͢ɻࠓճͷίϯϖͰɺ͜ΕΒΛಛʹ׆ ༻͍ͯ͠·ͨ͠ɻͥͻࢀߟʹ