Research map / Detection and segmentation / Open-set and few-shot detection
Interactiveness Field in Human-Object Interactions
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use interactiveness field modeling for human-object pair filtering | HOI detection with ResNet-50 · HICO-DET Default Full | mAP: 31.78 -> 33.51 | Helped |
| Use interactiveness field modeling for human-object pair filtering | HOI detection with ResNet-50 · V-COCO Scenario 1 | AP_role: 62.3 -> 63.0 | Helped |
| Use interactiveness field modeling for human-object pair filtering | HOI detection with ResNet-50 · V-COCO Scenario 2 | AP_role: 64.4 -> 65.2 | Helped |
| Use the proposed interactiveness score for pair filtering | Interactiveness detection on HICO-DET · HICO-DET | AP: 33.55 -> 37.39 | Helped |
| Remove the interactiveness field module (ablation) | Interactiveness Field · HICO-DET Default Full | mAP: 33.51 -> 30.54 | Hurt |
| Remove the interactiveness score S_b (ablation) | Interactiveness Field · HICO-DET Default Full | mAP: 33.51 -> 33.30 | Hurt |
| Replace the field summary function with a fully connected layer (ablation) | Interactiveness Field module · HICO-DET Default Full | mAP: 33.51 -> 30.70 | Hurt |
| Use clustering for the field summary function (ablation) | Interactiveness Field module · HICO-DET Default Full | mAP: 33.51 -> 30.97 | Hurt |
| Keep only the cardinality constraint (ablation) | Interactiveness Field module · HICO-DET Default Full | mAP: 33.51 -> 32.38 | Hurt |
| Keep only the field-change constraints (ablation) | Interactiveness Field module · HICO-DET Default Full | mAP: 33.51 -> 32.76 | Hurt |
| Train IFM without interactiveness-label supervision, relying only on the interactiveness prior (ablation) | Interactiveness Field module · HICO-DET Default Full | mAP: 33.51 -> 31.62 | Hurt |
| Add the interactiveness field module (ablation) | HOI detection across interactive-ratio groups · HICO-DET, interactive ratio ≪ 1 | mAP: 30.68 to 33.52 | Helped |
Closest papers by meaning
- Transferable Interactiveness Knowledge for Human-Object Interaction Detection (CVPR 2019 · similarity 0.91)
- HORP: Human-Object Relation Priors Guided HOI Detection (CVPR 2025 · similarity 0.89)
- Detecting Human-Object Interactions via Functional Generalization (AAAI 2020 · similarity 0.89)
- Learning Human-Object Interaction as Groups (NeurIPS 2025 · similarity 0.87)
- Exploring Pose-Aware Human-Object Interaction via Hybrid Learning (CVPR 2024 · similarity 0.87)
- Exploring the Potential of Large Foundation Models for Open-Vocabulary HOI Detection (CVPR 2024 · similarity 0.87)
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