PoseTriplet: Co-evolving 3D Human Pose Estimation, Imitation, and Hallucination under Self-supervision (Oral)
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Kehong Gong*,
Bingbing Li*,
Jianfeng Zhang*,
Tao Wang*,
Jing Huang,
Bi Mi,
Jiashi Feng,
Xinchao Wang
CVPR 2022 (Oral Presentation, arxiv)
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.
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.