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Differentiable Multi-Granularity Human Representation Learning for Instance-Aware Human Semantic Parsing
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use the complete multi-granularity parsing framework | Ours · MHP_v2 val | AP50^p: 25.1 -> 39.0 | Helped |
| Use the complete multi-granularity parsing framework | Ours · DensePose-COCO test | AP50^p: 37.6 -> 49.7 | Helped |
| Use the complete multi-granularity parsing framework | Ours · PASCAL-Person-Part test | AP50^r: 59.7 -> 59.0 | Mixed |
| Add coarse-to-fine DSPF estimation (ablation) | DSPF baseline · MHP_v2 val | AP50^p: 35.5 -> 36.9 | Helped |
| Add residual refinement to coarse-to-fine DSPF (ablation) | Coarse-to-fine DSPF · MHP_v2 val | AP50^p: 36.9 -> 38.1 | Helped |
| Add learnable feature warping to residual-refinement DSPF (ablation) | Residual-refinement DSPF · MHP_v2 val | AP50^p: 38.1 -> 38.9 | Helped |
| Replace differentiable matching with greedy matching (ablation) | Human keypoint association · MHP_v2 val | AP50^p: 39.0 -> 37.6 | Hurt |
| Replace differentiable matching with the other reported greedy algorithm (ablation) | Human keypoint association · MHP_v2 val | AP50^p: 39.0 -> 37.9 | Hurt |
Closest papers by meaning
- Grapy-ML: Graph Pyramid Mutual Learning for Cross-Dataset Human Parsing (AAAI 2020 · similarity 0.89)
- Look Into Person: Self-Supervised Structure-Sensitive Learning and a New Benchmark for Human Parsing (CVPR 2017 · similarity 0.88)
- Part-Aware Context Network for Human Parsing (CVPR 2020 · similarity 0.87)
- Hierarchical Human Parsing With Typed Part-Relation Reasoning (CVPR 2020 · similarity 0.87)
- Weakly and Semi Supervised Human Body Part Parsing via Pose-Guided Knowledge Transfer (CVPR 2018 · similarity 0.87)
- DM-Adapter: Domain-Aware Mixture-of-Adapters for Text-Based Person Retrieval (AAAI 2025 · similarity 0.84)
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