Review: FCGN — Fully Convolutional Google Net (Human Pose Estimation)

Outperforms Tompson CVPR’15 and DeepPose, Comparable to CPM with Lower Memory Footprint


1. FCGN Architecture

FCGN Architecture

2. HalfRes FCGN & FullRes FCGN

HalfRes FCGN & FullRes FCGN

3. Training Loss & Augmentation

Image with ground truth binary belief maps for joints
(i) Original Image (ii) Person shifted to upper left corner (iii) Person warped (iv) Person shifted back to center of cropped image.

4. Experimental Results

PCK @ 0.2 only for wrists and elbows
PCK @ 0.2


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