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Discussion of Erik Sudderth's talk: NPB Hype or Hope?
Published on Jan 24, 201211181 Views
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Chapter list
NPB Hype or Hope?00:00
Hierachical Feed-Back Processing00:01
Does the Brain Use NPB?01:45
Hierarchical Feed-Forward Processing03:16
The dominant model for object recognition04:18
The dominant model is (indirectly inspired by (half of) neuroscience05:21
Hierarchical Processing05:45
Feed-Forward Feed-Back Architecture for Learning06:43
Predictive Sparse Decomposition (PSD)06:46
Using PSD to Train a Hierarchy of Features - 107:35
Using PSD to Train a Hierarchy of Features - 208:08
Pedestrian Detection (INRIA Dataset)08:29
Multi-Scale ConvNet: Application to Full-Scene Labeling09:47
Labeling Every Pixel in the Image09:48
Scene Parsing / Labeling: ConvNet Architecture10:29
Scene Parsing / Labeling: System Architecture10:48
Scene Parsing / Labeling: Performance11:31
Scene Parsing / Labeling: SIFT Flow dataset - 113:21
Scene Parsing / Labeling: SIFT Flow dataset - 213:39
Scene Parsing / Labeling - 113:40
Scene Parsing / Labeling - 213:42
Hardware Implementations in FPGAs and chips13:43
NewFlow: Architecture13:44
NewFlow: Latest Hardware14:16