Research map / Label-efficient and robust learning / Recognition and long-tail
CDGNet: Class Distribution Guided Network for Human Parsing
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add horizontal and vertical class-distribution guidance to CE2P (ablation) | CE2P · LIP validation | mIoU: 53.10 -> 57.72 | Helped |
| Add IoU loss to CE2P with CDG (ablation) | CE2P + CDG · LIP validation | mIoU: 57.72 -> 59.04 | Helped |
| Add a non-local module to CE2P with CDG and IoU loss (ablation) | CE2P + CDG + IoU loss · LIP validation | mIoU: 59.04% to 59.93% | Helped |
| Use CDGNet instead of CE2P | CE2P · LIP validation | mIoU: 53.10 -> 60.30 | Helped |
| Use CDGNet instead of the strongest listed baseline | Human parsing models · CIHP | mIoU: 65.56; 61.05 | Helped |
| Use CDGNet instead of CorrPM | Human parsing models · ATR test | Pre.: 87.46; 89.18 | Hurt |
| Use CDGNet instead of HHP | Human parsing models · ATR test | Recall: 86.87; 88.35 | Hurt |
Closest papers by meaning
- Part-Aware Context Network for Human Parsing (CVPR 2020 · similarity 0.90)
- Look Into Person: Self-Supervised Structure-Sensitive Learning and a New Benchmark for Human Parsing (CVPR 2017 · similarity 0.89)
- Progressive Cognitive Human Parsing (AAAI 2018 · similarity 0.88)
- Pose-Guided Human Parsing by an AND/OR Graph Using Pose-Context Features (AAAI 2016 · similarity 0.88)
- Self-Learning With Rectification Strategy for Human Parsing (CVPR 2020 · similarity 0.88)
- SegFace: Face Segmentation of Long-Tail Classes (AAAI 2025 · similarity 0.84)
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