PoseTriplet: Co-evolving 3D Human Pose Estimation, Imitation, and Hallucination under Self-supervision (Oral)

Kehong Gong*,
Bingbing Li*,
Jianfeng Zhang*,
Tao Wang*,
Jing Huang,
Bi Mi,
Jiashi Feng,
Xinchao Wang

CVPR 2022 (Oral Presentation, arxiv)


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Framework

Pose-triplet contains three components: estimator, imitator and hallucinator

The three components form dual-loop during the training process, complementing and strengthening one another.
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Improvement through co-evolving

Here is imitated motion of different rounds,
the estimator and imitator get improved over the rounds of training,
and thus the imitated motion becomes more accurate and realistic from round 1 to 3.
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Video demo

 

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