Research map / Detection and segmentation / Open-set and few-shot detection
PPDM: Parallel Point Detection and Matching for Real-Time Human-Object Interaction Detection
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| use PPDM-Hourglass instead of PMFNet | HOI detection · HICO-Det test, Default Full | mAP: 17.46 -> 21.73 | Helped |
| use PPDM-Hourglass instead of PMFNet | HOI detection · HICO-Det test, Default Rare | mAP: 15.65 -> 13.78 | Hurt |
| use PPDM-Hourglass instead of PMFNet | HOI detection · HICO-Det test, Default Non-Rare | mAP: 18.00 -> 24.10 | Helped |
| use PPDM-Hourglass instead of C-HOI | HOI detection · HOI-A test | mAP: 66.04 -> 71.23 | Helped |
| add feature fusion to the basic DLA framework (ablation) | PPDM-DLA · HICO-Det test, Default Full | mAP: 19.94 -> 20.00 | No clear effect |
| add global reasoning to the basic DLA framework (ablation) | PPDM-DLA · HICO-Det test, Default Full | mAP: 19.94 -> 19.85 | No clear effect |
| use the center of the union of human and object boxes instead of the midpoint of their center points (ablation) | PPDM-DLA · HICO-Det test, Default Full | mAP: 20.29 -> 18.65 | Hurt |
Closest papers by meaning
- Learning Human-Object Interaction Detection Using Interaction Points (CVPR 2020 · similarity 0.90)
- End-to-End Human Object Interaction Detection With HOI Transformer (CVPR 2021 · similarity 0.89)
- An Image-like Diffusion Method for Human-Object Interaction Detection (CVPR 2025 · similarity 0.88)
- Exploring Pose-Aware Human-Object Interaction via Hybrid Learning (CVPR 2024 · similarity 0.87)
- Exploring Self- and Cross-Triplet Correlations for Human-Object Interaction Detection (AAAI 2024 · similarity 0.86)
- HOI-M^3: Capture Multiple Humans and Objects Interaction within Contextual Environment (CVPR 2024 · similarity 0.86)
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