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Recombinator Networks: Learning Coarse-to-Fine Feature Aggregation

Published on Aug 23, 20163059 Views

Sina Honari

Deep Learning Summer School 2016 - Montreal

Related categories

Deep LearningReinforcement LearningUnsupervised Learning

Chapter list

Recombinator Networks00:00
Keypoint/Landmark Detection00:16
Motivation00:37
Summation-based Networks (SumNet)01:41
SumNet Branch Contributions - 103:28
SumNet Branch Contributions - 204:52
SumNet vs. RCN Pre-Softmax Maps05:08
Recombinator Networks (RCN)05:18
SumNet vs. RCN06:54
SumNet vs. RCN Maps07:25
SumNet vs. RCN Pre-Softmax Maps07:42
Evaluation Datasets (5 keypoints)07:55
Comparing SumNet and RCN08:15
Prediction Comparison08:32
Comparison with Other Models08:58
300W Dataset09:10
Problem with Convnet Predictions09:33
Denoising Keypoint Model10:21
Joint Model11:05
Prediction Samples - 111:43
Prediction Samples - 212:00
Prediction Samples - 312:31
Comparison with Other Models13:02
Conclusion13:14
Questions?13:42