cvpr2011祭り 発表スライド

Download CVPR2011祭り 発表スライド

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7/31 Sun 開催予定のCVPR2011祭りの発表スライドを公開します.

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  • 1. CVPR2011 Paper Digest(1) Interactive building a discriminativevocabulary of nameable attributes(2) Recognition using visual phrases Akisato Kimura @ NTT CS Labs Twitter ID: @_akisato

2. 2 PersonHorse[ Full description ]A woman wearing a blue cloth and gray tights is riding on a gallopingwhite horse at a beautiful sandy beach under a clear sky. 2CVPR2011 (July 31, 2011) 3. (1) Sky: clearPerson: femaleHorse: white[ Full description ]Beach: beautiful, sandyA woman wearing a blue cloth and gray tights is riding on a gallopingwhite horse at a beautiful sandy beach under a clear sky. 1 3CVPR2011 (July 31, 2011) 4. (2) A person is wearing clothes.[ Full description ] A person is riding on a horse.A woman wearing a blue cloth and gray tights is riding on a white horseat a beautiful sandy beach under a clear sky.2 4CVPR2011 (July 31, 2011) 5. Interactively building a discriminative vocabulary of nameable attributesD. Parikh @ Toyota Technological Institute, ChicagoK. Grauman @ University of Texas at Austin 6. 6 CVPR2011 (July 31, 2011) 7. 2 7CVPR2011 (July 31, 2011) 8. Mixture of Probabilistic PCAs 1 OK by normalized cuts 8 CVPR2011 (July 31, 2011) 9. 9 CVPR2011 (July 31, 2011) 10. 410CVPR2011 (July 31, 2011) 11. Outdoor scene recognition (OSR) http://people.csail.mit.edu/torralba/code/spatialenvelope/ Animals with attributes (AWA) http://attributes.kyb.tuebingen.mpg.de 8 11 (gist) Mechanical Turk11 CVPR2011 (July 31, 2011) 12. 12CVPR2011 (July 31, 2011) 13. 13CVPR2011 (July 31, 2011) 14. Recognitionusing visual phrasesM.A. Sadeghi @ Institute for Research in Fundamental ScienceA. Farhadi @ University of Illinois at Urbana-Champaign 15. Person_nextto_bicycle Person_drinking_bottle Person_riding_bicycle Dog_lyingon_sofa15 CVPR2011 (July 31, 2011) 16. 1. 2. 12 16 CVPR2011 (July 31, 2011) 17. PCA-HOG Deformable part model[Felzenszwalb+ 2010] PASCAL VOC PCA-HOG bicycle/Felzenszwalb et al. Object Detection with Discriminatively Trained Part BasedModels,IEEE Trans. PAMI, Vol.32, No.9, 2010. http://people.cs.uchicago.edu/~pff/latent/ 17CVPR2011 (July 31, 2011) 18. HOG HOG 2Input imageModel (person) 18 CVPR2011 (July 31, 2011) 19. ibounding box ibounding box personperson i all 0 person bag i ibounding box (9K+1) w (structured)SVM 19CVPR2011 (July 31, 2011) 20. Structured SVMn bounding boxes bounding box/ 20CVPR2011 (July 31, 2011) 21. http://vision.cs.uiuc.edu/phrasal/ Bingphrase 25 = 8 objects + 17 phrases 2769 (822 = negative examples) 120positives 5067 bounding boxes phrases:1796, objects:3271) Dog jumpingPerson drinking bottlePerson lying on sofa 21CVPR2011 (July 31, 2011) 22. 10 phrasesPR22 CVPR2011 (July 31, 2011) 23. phrasesbaseline / 23 CVPR2011 (July 31, 2011) 24. Deformable part model [Felzenszwalb+ PAMI2010] Baselinepage 10 Structured learning formulti-class object layout [Desai+ ICCV2010]scoring function24 CVPR2011 (July 31, 2011) 25. 25 CVPR2011 (July 31, 2011) 26. Akisato Kimura @ NTT CS LabsTwitter ID: @_akisato 27. 2 Beach = sky(upper) +water(middle) + sand(lower)??A horse is galloping. Ushiku et al.Automatic Sentence Generation from Images, to appear, ACMMM201127 CVPR2011 (July 31, 2011)