learning perceptual inference by contrasting
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Learning Perceptual Inference by Contrasting http://wellyzhang.github.io/project/copinet.html Chi Zhang * , Baoxiong Jia * , Feng Gao, Yixin Zhu, Hongjing Lu, Song-Chun Zhu (* indicates equal contribution) Poster: 10:45 AM - 12:45 PM @ East


  1. Learning Perceptual Inference by Contrasting http://wellyzhang.github.io/project/copinet.html Chi Zhang * , Baoxiong Jia * , Feng Gao, Yixin Zhu, Hongjing Lu, Song-Chun Zhu (* indicates equal contribution) Poster: 10:45 AM - 12:45 PM @ East Exhibition Hall B + C #193

  2. Motivation • Raven’s Progressive Matrices is a representative task on “thinking in pictures”, or spatial-temporal reasoning. • Study on contrast effects on cognitive science, biology, and computer science. • Interplay between perception and inference detailed in Carpenter et al. for humans to solve RPM. • Missing permutation-invariance in computational models.

  3. <latexit sha1_base64="xfTUHI5U2L7jMfNiFlDpA2XWeNU=">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</latexit> CoPINet: Formulation A ranking perspective: 8 a 0 2 A , a 0 6 = a ? p ( a ? |O ) � p ( a 0 |O ) ,

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