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
Markov Random Field
Search
KenjiH
January 31, 2017
Technology
0
620
Markov Random Field
Introduction to Markov Random Field
Computer vision: models, learning and inference
KenjiH
January 31, 2017
Tweet
Share
More Decks by KenjiH
See All by KenjiH
Quantum Computation and Quantum Information (Chapter 5.4)
kenjih
0
60
Quantum Computation and Quantum Information (Chapter 5.2)
kenjih
0
23
Quantum Computation and Quantum Information (Chapter 3.1)
kenjih
0
83
Quantum Computation and Quantum Information (Chapter 1.1 - 1.3)
kenjih
0
83
Deep Learning with Python Chap.1
kenjih
0
42
Deep Learning with Python Chap.2
kenjih
0
49
Introduction to LSTM
kenjih
0
110
Computer Vision Applications of MRF , CRF and Other Grid Models
kenjih
0
240
論文紹介:Probabilistic Matrix Factorization
kenjih
0
730
Other Decks in Technology
See All in Technology
1行のコードから社会課題の解決へ: EMの探究、事業・技術・組織を紡ぐ実践知 / EM Conf 2025
9ma3r
12
4.3k
IAMのマニアックな話2025
nrinetcom
PRO
6
1.3k
OCI Success Journey OCIの何が評価されてる?疑問に答える事例セミナー(2025年2月実施)
oracle4engineer
PRO
2
170
Two Blades, One Journey: Engineering While Managing
ohbarye
4
2.3k
4th place solution Eedi - Mining Misconceptions in Mathematics
rist
0
150
Qiita Organizationを導入したら、アウトプッターが爆増して会社がちょっと有名になった件
minorun365
PRO
0
120
Snowflake ML モデルを dbt データパイプラインに組み込む
estie
0
110
AIエージェント元年@日本生成AIユーザ会
shukob
1
240
OPENLOGI Company Profile for engineer
hr01
1
20k
サバイバルモード下でのエンジニアリングマネジメント
konifar
3
440
どちらかだけじゃもったいないかも? ECSとEKSを適材適所で併用するメリット、運用課題とそれらの対応について
tk3fftk
2
230
自分だけの仮想クラスタを高速かつ効率的に作る kubefork
donkomura
0
110
Featured
See All Featured
A Philosophy of Restraint
colly
203
16k
Gamification - CAS2011
davidbonilla
80
5.2k
Fight the Zombie Pattern Library - RWD Summit 2016
marcelosomers
233
17k
Why You Should Never Use an ORM
jnunemaker
PRO
55
9.2k
Site-Speed That Sticks
csswizardry
4
410
Sharpening the Axe: The Primacy of Toolmaking
bcantrill
40
2k
Building Applications with DynamoDB
mza
93
6.2k
Bootstrapping a Software Product
garrettdimon
PRO
307
110k
StorybookのUI Testing Handbookを読んだ
zakiyama
28
5.5k
Principles of Awesome APIs and How to Build Them.
keavy
126
17k
KATA
mclloyd
29
14k
Being A Developer After 40
akosma
89
590k
Transcript
$PNQVUFSWJTJPO NPEFMT MFBSOJOHBOEJOGFSFODF $IBQUFS.PEFMTGPSHSJET 3FDSVJU$PNNVOJDBUJPOT ,FOKJ)BZBTIJEB
0WFSWJFX w *OUIJTDIBQUFS XFEJTDVTTHSJETUSVDUVSFNPEFMT w &BDIMBCFMIBTQSPCBCJMJTUJDDPOOFDUJPOUPFBDIPGJUT GPVSOFJHICPST w 4JODFUIFSFBSFMPPQTJOUIFNPEFM EZOBNJD
QSPHSBNNJOHBOECFMJFGQSPQBHBUJPOBQQSPBDIFTBSF OPUBQQMJDBCMF w 8FVTF.BSLPW3BOEPN'JFMEBTTVNJOHUIBUTPNF TQBUJBMDPOpHVSBUJPOPGMBCFMTBSFLOPXOUPCFNPSF DPNNPO
3FQSFTFOUBUJWF"QQMJDBUJPO w XFVTFJNBHFEFOPJTJOHBTBOFYBNQMFPGUIFHSJENPEFM w JOUFOTJUJFTPGTPNFQJYFMTBSFSBOEPNMZDIBOHFE w XFSFDPWFSUIFPSJHJOBMDMFBOJNBHF w XFVTFBHFOFSBUJWFNPEFMXIPTFQSPCBCJMJUZ EJTUSJCVUJPOPWFSJNBHFTUIBUGBWPSTTNPPUIOFTT
'JHVSF<>
.BSLPW3BOEPN'JFME ".BSLPWSBOEPNpMFEJTGPSNBMMZEFUFSNJOFECZ TJUFTDPSSFTQPOEUPQJYFMMPDBUJPOT XPSMETUBUFQJYFMJOUFOTJUJFT OFJHICPSTGPVSBEKBDFOUOFJHICPST 5PCFB.3' UIFNPEFMNVTUPCFZUIF.BSLPWQSPQFSUZ
.BSLPW3BOEPN'JFME 8FDBODPOTJEFSB.3'BTBOVOEJSFDUFENPEFM 5IFKPJOUQSPCBCJMJUZDBOCFXSJUUFOBTUIFQSPEVDUPG QPUFOUJBMGVODUJPOT UIFBCPWFFRVBUJPODBOCFSFXSJUUFOBT(JCCTEJTUSJCVUJPO DMJRVF QPUFOUJBMGVODUJPO DPTUGVODUJPO
(SJE&YBNQMF 'JHVSF<> w QBJSXJTF.3' w DMJRVFTDPOTJTUTPGPOMZOFJHICPSJOHQBJST
(SJE&YBNQMF #ZTFUUJOHUIFQPUFOUJBMGVODUJPOTBTCFMPX XFDBOFODPVSBHF TNPPUIOFTT 'JHVSF<>
(JCCTTBNQMJOH *JNQMFNFOUFE(JCCTTBNQMFSUPQSPEVDFTPNFJNBHFTCBTFEPO UIFQSFWJPVTQBJSXJTF.3' SBOEPNTBNQMJOH (JCCTTBNQMJOH
*NBHFEFOPJTJOH XJUIEJTDSFUFQBJSXJTF.3'T PCTFSWFEJNBHF VODPSSVQUFEJNBHF XFBTTVNFGBDUPSJ[FTJOUPBQSPEVDUPGUFSNT BTTPDJBUFEXJUIFBDIQJYFM XFXJMMpSTUDPOTJEFSEFOPJTJOHCJOBSZJNBHFT XFEFpOFQSJPSUPFODPVSBHFUIFTNPPUIOFTT
*NBHFEFOPJTJOH XJUIEJTDSFUFQBJSXJTF.3'T 'JHVSF<>
."1JOGFSFODFGPS CJOBSZQBJSXJTF3.'T #BZFT`3VMF USBOTGPSNUPMPHEPNBJO QSJPSJT3.' USBOTGPSNUPNJOJNJ[BUJPO VOBSZUFSN QBJSXJTFUFSN OPUFUIBUDPOTUBOUMPH ;
UFSNJTPNJUUFE
.BYqPX.JODVU 'JHVSF<> WFSUFYTFU FEHFTFU DBQBDJUZ w DVUJTBNJOJNVNTFUPGFEHFTUIBUTFQBSBUFTPVSDFGSPNTJOL w *ONBYqPXTPMVUJPO FWFSZQBUIGSPNTPVSDFUPTJOLJODMVEFTB
TBUVSBUFEFEHF w 4BUVSBUFEFEHFTGPSNBNJODVU w NBYqPXBOENJODVUBSFJOUFSDIBOHFBCMF %JOJD
."1*OGFSFODFCJOBSZWBSJBCMFT XFpSTUDPOTJEFSUIFGPMMPXJOHTJNQMFDBTF 'JHVSF<> XFTFUVQBHSBQITPUIBUJUT NJOJNVNDVUTPMVUJPODPSSFTQPOET UPUIFNBYJNVNBQPTUFSJPSJ TPMVUJPO -BCFMQJYFMTBTGPMMPXT UIFFEHFUPTPVSDFJTDVUXO UIFFEHFUPTJOLJTDVUXO
."1*OGFSFODFCJOBSZWBSJBCMFT 'JHVSF<> 'JHVSF<>
."1*OGFSFODFCJOBSZWBSJBCMFT XFOPXDPOTJEFSNPSFHFOFSBMDBTF 'JHVSF<> OPUFUIBUUIFDBQBDJUZ DPVMECFOFHBUJWF SFQBSBNFUFSJ[BUJPO
'JHVSF<> w C FOTVSFTUIBUOPOFPGVOBSZDPTUIBWFOFHBUJWFDPTU w D FOTVSFTUIBUOPOFPGQBJSXJTFDPTUIBWFOFHBUJWFDPTU w 'PS D
UPXPSLQSPQFSMZXFOFFE UIJTJOFRVBMJUZ TVCNPEVMBSJUZ IPMET JONPTUPGWJTJPOQSPCMFNT BQQMZ'JH D UP'JH ."1*OGFSFODFCJOBSZWBSJBCMFT
."1*OGFSFODFCJOBSZWBSJBCMFT 'JHVSF<> w ."1JOGFSFODFSFTVMUTBNQMFTBSFCMPX w 8IFOOPOEJBHPOBMDPTUJTMPX UIFJNBHFJTOPJTZ w 8IFOOPOEJBHPOBMDPTUJTIJHI EFUBJMTBSFMPTU
."1*OGFSFODFNVMUJMBCFM 'JHVSF<> XFOPXJOWFTUJHBUF."1JOGFSFODFXIFOXPSMETUBUF DBOUBLFNVMUJMBCFM DVUBULUIFEHF QJYFMUBLFTMBCFML
."1*OGFSFODFNVMUJMBCFM TFUJOUFSQJYFMFEHFDBQBDJUJFTBTGPMMPXT XIFOMBCFM*JTBTTJHOFEUPQJYFMBBOEMBCFM+JTBTTJHOFEUPQJYFMC XFNVTUDVUBMMPGUIFMJOLTGSPNBʜB*UPC+ ʜ#, UPTFQBSBUF TPVSDFGSPNTJOL
."1*OGFSFODFNVMUJMBCFM 'JHVSF<>
."1*OGFSFODFNVMUJMBCFM w 8IFODPTUBSFOFHBUJWF XFOFFESFQBSBNFUFSJ[BUJPO w 'PSJOUSBQJYFMFEHFT JUJTQPTTJCMFUPBEETPNFDPOTUBOUЋUPBMMPG UIFVOBSZUFSNT w 'PSJOUFSQJYFMFEHFT
JUJTQPTTJCMFUPSFNPWFUPQCPUUPNFEHFT 'JHVSF<>
."1*OGFSFODFNVMUJMBCFM w 'PSJOUFSQJYFMOPOUPQOPOCPUUPNFEHFT JUJTJNQPTTJCMFUPSFNPWF PSSFQBSBNFUFSJ[FUIFN w 4PXFOFFEUIFGPMMPXJOHDPOEJUJPOUPTPMWFUIFQSPCMFN #ZJOEVDUJPO NPSFHFOFSBMDPOEJUJPOJTPCUBJOFE 5IJTJTUIFNVMUJMBCFMHFOFSBMJ[BUJPOPGUIFTVCNPEVMBSJUZ
'JHVSF<> "DPOWFYGVODUJPOJOUIFcXJXKcJTTVCNPEVMBS 5IJTUZQFPGGVODUJPOTFODPVSBHFTNPPUIOFTT
.VMUJMBCFM.3'TXJUI OPODPOWFYQPUFOUJBMT w DPOWFYQPUFOUJBMTBSFOPUBMXBZTBQQSPQSJBUF w JOUIFEFOPJTJOHUBTLTXFFYQFDUUIFJNBHFUPCFQJFDFXJTFTNPPUI w TNPPUISFHJPOT PCKFDUT
w BCSVQUKVNQT CPVOEBSZ w UPNPEFMUIFBCPWFTJUVBUJPOXFVTFOPODPOWFYQPUFOUJBMT w UIFFYBDUTPMVUJPODBOOPUCFGPVOE w HPPEBQQSPQSJBUFNFUIPETBSFLOPXO 'JHVSF<> 'JHVSF<>
"MQIBFYQBOTJPO "MHPSJUIN VOUJMOPDIPJDFPGЋDBVTFBOZDIBOHFSFQFBUUIFCFMPX DIPPTFPOFMBCFMWBMVFЋ TPMWFUIFGPMMPXJOHCJOBSZQSPCMFN GPSFBDIQJYFM SFUBJOUIFDVSSFOUMBCFMPSTXJUDIJUUPЋ 'PSBMQIBFYQBOTJPOUPXPSLQSPQFSMZ XFOFFE
'JHVSF<>
"MQIBFYQBOTJPO 'JHVSF<> OPUFUIBUUIFUSJBOHMFFRVBMJUZJTOFFEFEGPS
"MQIBFYQBOTJPO 'JHVSF<> B PCTFSWFEJNBHF C IBJSDPMPSJTFYQBOEFE D CPPUTDPMPSJTFYQBOEFE E USPVTFSTDPMPSJTFYQBOEFE
F TLJODPMPSJTFYQBOEFE G CBDLHSPVOEDPMPSJT FYQBOEFE
3FGFSFODFT <>$PNQVUFS7JTJPO.PEFMT -FBSOJOH BOE*OGFSFODF 4JNPO+%1SJODF $BNCSJEHF6OJWFSTJUZ1SFTT