Research map / Detection and segmentation / Open-set and few-shot detection
DIRV: Dense Interaction Region Voting for End-to-End Human-Object Interaction Detection
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| use dense interaction regions with voting | DIRV · V-COCO | mAP_role: 51.8 -> 56.1 | Helped |
| use dense interaction regions with voting | DIRV · HICO-DET Default Full | mAP: 21.73 -> 21.78 | Helped |
| decrease t_h and t_o from 0.5 to 0.25 (ablation) | DIRV interaction-region selection · V-COCO | mAP_role: 55.0 -> 55.2 | Helped |
| decrease t_u from 0.5 to 0.25 (ablation) | DIRV interaction-region selection · V-COCO | mAP_role: 55.2 -> 56.1 | Helped |
| retain overlapping interaction regions for voting instead of suppressing them with NMS (ablation) | DIRV · V-COCO | mAP_role | Helped |
| replace ignorance loss with focal loss (ablation) | DIRV interaction classification · V-COCO | mAP_role: 56.1 -> 54.8 | Hurt |
| replace ignorance loss with foreground loss (ablation) | DIRV interaction classification · V-COCO | mAP_role: 56.1 -> 54.0 | Hurt |
| remove the interaction detector and set its fused score to 1 (ablation) | DIRV · V-COCO | mAP_role: -15.5 mAP | Hurt |
| remove human and object instance classification scores (ablation) | DIRV · V-COCO | mAP_role: 56.1 -> 53.6 | Hurt |
| remove human and object instance action scores (ablation) | DIRV · V-COCO | mAP_role: 56.1 -> 53.8 | Hurt |
| remove the interaction detector fused score (ablation) | DIRV · V-COCO | mAP_role: 56.1 -> 40.6 | Hurt |
| use EfficientDet-d1 instead of EfficientDet-d3 (ablation) | DIRV · V-COCO | mAP_role: 56.1 -> 46.8 | Hurt |
Closest papers by meaning
- Learning Human-Object Interaction Detection Using Interaction Points (CVPR 2020 · similarity 0.92)
- Learning Human-Object Interaction as Groups (NeurIPS 2025 · similarity 0.90)
- HORP: Human-Object Relation Priors Guided HOI Detection (CVPR 2025 · similarity 0.89)
- Exploring Pose-Aware Human-Object Interaction via Hybrid Learning (CVPR 2024 · similarity 0.89)
- Locality-Aware Zero-Shot Human-Object Interaction Detection (CVPR 2025 · similarity 0.89)
- An Image-like Diffusion Method for Human-Object Interaction Detection (CVPR 2025 · similarity 0.88)
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