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
SIGGRAPH2020勉強会 "Creative Fabrication"
Search
yamdeck
August 15, 2020
Research
94
1
Share
Embed
Copy iframe code
Copy JS code
Copy link
Start on current slide
SIGGRAPH2020勉強会 "Creative Fabrication"
yamdeck
August 15, 2020
More Decks by yamdeck
See All by yamdeck
SIGGRAPH Asia 2020 勉強会 "Computational Holography"
yamdeck
0
77
SIGGRAPH2020勉強会 "VR Hardware"
yamdeck
1
200
“HCI Research as Problem-Solving”(CHI’16) で学ぶ What is HCI Research ?
yamdeck
0
400
Other Decks in Research
See All in Research
YOLO26_ Key Architectural Enhancements and Performance Benchmarking for Real-Time Object Detection
satai
3
880
オーストリア流 都市の公共交通サービス水準評価@公共交通オープンデータ最前線2026
trafficbrain
0
200
AGI4OPT:自然言語から数理最適化を導くエ ージェントスキル Translating Human Intent into Mathematical Optimization
mickey_kubo
0
160
Sleuthcon Keynote - How Cybercriminals (ab)use AI
fr0gger
0
250
言語モデルから言語について語る際に押さえておきたいこと
eumesy
PRO
6
2.5k
Research Engineerという仕事 / Research Engineering: Bridging Research and Business
chck
1
230
Spatial Active Noise Control Based onSound Field Interpolation Incorporating Physical Constraints
skoyamalab
0
120
CVPR2026論文紹介_VLMにとって良いvision encoderとは何か?Rethinking Model Selection in VLM Through the Lens of Gromov-Wasserstein Distance
kobayashi31
1
170
LLM の Attention 機構まとめ — 数式・計算量・メモリ
puwaer
8
2.3k
某助成金プロジェクト採択に向けて企業研究所のアウトリーチ専任者がやったこと
afroscript
0
110
AY 2026 Guide to Academic Writing Using Generative AI - Workshop
ks91
PRO
0
130
COFFEE-Japan PROJECT Impact Report(Uminomukou Coffee)
ontheslope
0
240
Featured
See All Featured
brightonSEO & MeasureFest 2025 - Christian Goodrich - Winning strategies for Black Friday CRO & PPC
cargoodrich
3
750
Have SEOs Ruined the Internet? - User Awareness of SEO in 2025
akashhashmi
0
390
What's in a price? How to price your products and services
michaelherold
247
13k
Redefining SEO in the New Era of Traffic Generation
szymonslowik
1
360
HU Berlin: Industrial-Strength Natural Language Processing with spaCy and Prodigy
inesmontani
PRO
0
510
First, design no harm
axbom
PRO
2
1.2k
Leadership Guide Workshop - DevTernity 2021
reverentgeek
1
320
Product Roadmaps are Hard
iamctodd
55
12k
The browser strikes back
jonoalderson
0
1.4k
SEO in 2025: How to Prepare for the Future of Search
ipullrank
3
3.6k
Paper Plane
katiecoart
PRO
2
52k
The agentic SEO stack - context over prompts
schlessera
0
840
Transcript
$SFBUJWF'BCSJDBUJPO
2 1BQFS*OGPSNBUJPO $PNQVUBUJPOBM*NBHF.BSLJOHPO.FUBMTWJB-BTFS *OEVDFE)FBUJOH 4FCBTUJBO$VDFSDB 1JPUS%JEZL )BOT1FUFS4FJEFM 7BIJE#BCBFJ .BY1MBODL*OTUJUVUFGPS*OGPSNBUJDT (FSNBOZ
6JWFSTJUBEFMMB4WJ[[FSBJUBMJBOB 4XJU[FSMBOE
3 • νλϯεςϯϨεͱ͍ͬͨۚଐͷද໘ʹࢎԽൽບΛ࡞Γɼޫͷׯবʹ Αͬͯൃ৭ͤ͞ΔʮϨʔβʔΧϥʔϚʔΩϯάʯͱݺΕΔٕज़͕͋Δ • ՃػϨʔβʔڧͳͲෳͷࣗ༝Λ࣋ͪɼௐઅ؆୯Ͱͳ͍ ʢΧϥϑϧ͔ͭߴղ૾ͳྑ͍݁ՌΛಘΒΕΔΑ͏ʹ͢Δͷͳ͓ͷ͜ͱ େมʣ ˣ •
ຊจͰɼܭଌϕʔε͔ͭσʔλυϦϒϯͰ࠷దԽͨ͠$PMPS*NBHF 3FQSPEVDUJPO8PSLGMPXΛߏஙͨ͠ • ΠϯΫδΣοτϓϦϯλʔͷΧϥʔΩϟϦϒϨʔγϣϯͷΑ͏ͳϫʔ ΫϑϩʔͰͰ͖ΔΑ͏ʹ͢Δ *OUSPEVDUJPO ϨʔβʔΧϥʔϚʔΩϯά ϨʔβʔΧϥʔϚʔΩϯάͷྫ ൃ৭ͷݪཧ
4 • ৭Λ࠶ݱ͢Δػࡐʹ͓͍ͯɼ৭ҬΛܾఆ͢Δ͜ͱෆՄܽʢΧϥʔϓϦϯλʔ৭Ҭ͕͋Δʣ • Ұํɼ৭ҬͷΈΛ༏ઌ͢Δ͋·Γɼղ૾͕ࣦΘΕͯࠔΔʢFY࠼ߴ͍͕ϐον͕ૈ͗͢Δʣ • ΑͬͯɼҎԼ̑ͭͷج४Λຬͨ͢Α͏ͳ৭Ҭͷ࠷దԽʢଟత࠷దԽʣ͕ඞཁ • $ISPNBUJDJUZ๛͔ͳ৭࠼Λ࣮ݱ •
)VFTQSFBE৭ΛภΒͳ͍Α͏ʹ • 3FTPMVUJPOղ૾ • 1FSGPSNBODFTQBDFEJWFSTJUZ • %FTJHOTQBDFEJWFSTJUZ • ྫ͑ҹػͰύονΛҹͯ͠ܭଌ͠ɼҹػͷ৭Ҭʹ߹Θͤͨ-65Λ࡞͢Δ 1SPQPTFE.FUIPE (BNVU&YQMPSBUJPOʢ৭Ҭ୳ࡧʣ .$.0(" .POUF$BSMP.VMUJPCKFDUJWF(FOFUJD"MHPSJUIN ͷ̍ΠςϨʔγϣϯ
5 • ৭Ҭ͕ܾఆ͞ΕΕɼޙී௨ͷϓϦϯλʔͱಉ༷ͷॲཧͱ ͳ͍ͬͯ͘ • (BNVU.BQQJOH৭Ҭʹ߹Θͤͯը૾Λ৭ม • $PMPS4FQFSBUJPOج४৭ 3(#ϓϦϯλʔͳΒ3 (
# ʹׂ • )BMGUPOJOHϋʔϑτʔϯҹͱಉ͡Α͏ʹೱΛ࠶ݱ • 7FDUPSJ[BUJPOϨʔβʔϚʔΩϯά࣌ઢඳըͳͷͰϥ Πϯঢ়ʹ 1SPQPTFE.FUIPE *NBHF3FQSPEVDUJPO $PMPS3FQSPEVDUJPO8PSLGMPX
6 • ϨʔβʔϚʔΩϯάӈͷࣸਅͷΑ͏ͳηοτΞοϓΛ४උ࣮ͯ͠ߦ • Ճʹ͓͍ͯ̓ͭͷύϥϝʔλʔΛར༻ • 'SFRVFODZ܁Γฦ͠प • 1PXFSڧ •
1VMTFXJEUIύϧε෯ • 4QFFEՃ෦ͷҠಈ FYNNT • -JOFDPVOUDMVTUFSͷϥΠϯ • )BUDIJOHDMVTUFSͷϥΠϯؒͷڑ • 1BTTDPVOUԿճಉҰՕॴͷϥΠϯΛඳը͢Δ͔ &YQFSJNFOU "CPVU-BTFS
7 • ࠨJOQVUJNBHF • தԝ(BNVU.BQQJOH ޙͷը૾ • ӈϨʔβʔϚʔΩϯά ʹΑΔඳը݁Ռ 3FTVMU
݁Ռ
8 1BQFS*OGPSNBUJPO $PNQVUBUJPOBM1BSRVFUSZ'BCSJDBUFE4UZMF5SBOTGFSXJUI 8PPE1JYFMT +VMJBO*TFSJOHIBVTFO .JDIBFM8FJONBOO 8FJ[IFO)VBOH .BUUIJBT#)VMMJO 6OJWFSTJUZPG#POO (FSNBOZ
9 • 1BSRVFUSZ ύʔέοτϦʔ ͱݺΕΔΛ׆༻ͨ͠දݱ͕͋Δ • ը૾Λೖྗͱ͠ɼ1BSRVFUSZʹΑΔ࠶ݱ GBCSJDBUJPO Λߦ͏ϫʔΫϑ ϩʔͷ࣮ݱ͓ΑͼۙࣅΞϧΰϦζϜͷఏҊΛߦͬͨ
.PUJWBUJPO ຊจͷϞνϕʔγϣϯͱͬͨ͜ͱ 1BSRVFUSZʹΑΔϙʔτϨʔτ࡞ͷྫ 1BSRVFUSZͷྫ
10 • ࡞ϓϩηεҎԼͷ௨Γ • ࡐΛ༻ҙ͠ɼεΩϟχϯάͯ͠ςΫενϟը૾Λ༻ҙ • λʔήοτΠϝʔδͱ߹ΘͤͯɼΈ߹ΘͤʢΧοτύλʔϯͱஔʣΛܭࢉ • ࣮ࡍʹࡐΛΧοτ͠ɼΈ߹Θͤɼݻఆ͢Δͱ 1SPQPTFE.FUIPE
'BCSJDBUJPO1SPDFTT 1SPQPTFE&OEUP&OE1SPDFTT
11 • ̎छྨͷϑΟϧλʔʢڧϑΟϧλʔɾκʔϕϧϑΟϧλʔʣΛը૾ʹରͯ͠ద༻͠ɼಛྔΛநग़ • • λʔήοτը૾ͱςΫενϟ ࡐ ͕େ͖͘ҟͳΔ৭ҬϑΟϧλʔԠΛ࣋ͪ͏ΔͷͰɼώετάϥϜϚονϯάΛ ద༻
$%'CBTFEIJTUPHSBNFRVBMJ[BUJPO • ͨͩ͠ɼ࣮ࡍʹద༻ͯ͠ΈΔͱద༻͕աͰ͋ͬͨͨΊɼݩͷλʔήοτڧͱద༻ޙͷڧΛิؒͨ͠ • • *5λʔήοτը૾ɼ*4ιʔεςΫενϟ F(I) = (wintens ∙ Fintens (I), wedge ∙ Fedge (I)) T F′ intens (IT ) = (1 − whist )Fintens (IT ) + whist Fequalize (It , IS ) 1SPQPTFE.FUIPE 'FBUVSF&YUSBDUJPO MFGUݩը૾ NJEEMFMFGUڧϑΟϧλͷΈ NJEEMFSJHIUิؒ SJHIUώετάϥϜϚονϯά
12 • λʔήοτը૾Λλʔήοτύονʹׂ͠ɼλʔήοτύονͱׂΓͯΔιʔεύονͷಛྔͷ͕ࠩখ͘͞ͳΔ Α͏ʹɼιʔεύονΛܾఆ͍͖ͯ͠·͢ • • 15λʔήοτύονɼ14ιʔεύον •
ͳ͓ɼλʔήοτը૾ͷύονͷॱ൪TBMJFODZTDPSF͔த৺͔Βͷڑʹґଘͯ͠ιʔτ͢Δ Di,j (x) = np ∑ k=1 (F(PT (pk )) − F(IS,i,ϕj (x + pk ))) 2 PS = arg mini,j,x Di,j (x) 1SPQPTFE.FUIPE $VUQBUUFSOPQUJNJ[BUJPO ࠨTBMJFODZTDPSF ӈத৺͔Βͷڑ
13 • ̎ͭͷΞϧΰϦζϜ͕ఏҊ͞Ε͍ͯΔ • PQUJPOBMͱͳ͍ͬͯͨͷͰຊൃදͰলུ 1SPQPTFE.FUIPE 1BUDITIBQFPQUJNJ[BUJPO 4IBQFPQUJNJ[BUJPOͷ̍ྫ
14 3FTVMUT ݁Ռ
15 1BQFS*OGPSNBUJPO 3PCP$VU)PUXJSF$VUUJOHXJUI3PCPUDPOUSPMMFE'MFYJCMF 3PET 4JNPO%VFOTFS 3PJ1PSBOOF #FSOIBSE5IPNBT[FXTLJ 4UFMJBO$PSPT
&5);VSJDI 6OJWFSTJUZPG)BJGB 6OJWFSTJUFEF.POUSFBM
16 • σϡΞϧϩϘοτΞʔϜΛ༻͍ ͯɼϗοτϫΠϠʔΧοτʹΑ ΔGBCSJDBUJPOख๏ͷఏҊ • ࣮ݱʹओʹ̏ͭͷλεΫͷ࣮ ߦ͕ඞཁ • ϩϘοτΞʔϜͷಈ͖ʹ
͏ܗঢ়ͷมԽ • λʔήοτܗঢ়ʹͳΔΑ ͏ͳαʔϑΣεۙࣅ • ϫΠϠʔΧοτΛߦ͏্ Ͱͷύεܗ 0WFSWJFX ຊจͷશମ૾
17 • ϩϘοτΞʔϜͷ֯RͱͦΕʹΑܾͬͯ·ΔϫΠϠʔܗঢ় ࠲ඪ YΛλʔ ήοτܗঢ়͔ΒٻΊ͍ͯ͘ • 6Lλʔήοτܗঢ়ͷ·ͩΧοτ͞Ε͍ͯͳ͍෦ͷ࠲ඪͰɼ6LʹରԠ͢ ΔY࠲ඪΛܾఆ͍ͯ͘͠ 1SPQPTFE.FUIPE
ϫΠϠʔܗঢ়ͷܾΊํ ಈ࡞ڥͱؔ࿈ύϥϝʔλ ϫΠϠʔܗঢ়ͷܾΊํ
18 • ϫΠϠʔܗঢ়ɾಈ࡞ͷ࠷దԽΛ ߦ͍ͬͯΔ • ͳ͓ɼ࠷దԽΛߦ͏্Ͱ࠷ॳ ʹϥϑͳύε͕ඞཁͱͳΔ͕ɼ ͜ͷύεϢʔβʔʹॻ͔ͤͯ ྑ͍͠ɼશࣗಈԽͰߦ͏͜ ͱͰ͖Δ
1SPQPTFE.FUIPE ϫΠϠʔಈ࡞ͷ࠷దԽ
19 • ܗͷΓग़͠Λͨ͠ΓɼΧοτͨ͠ͷ͔ΒͷΈཱͯͰ͖Δ 3FTVMUT 'BCSJDBUJPO3FTVMUT ݁Ռ