Papers › Transferable Interactiveness Knowledge for Human-Object Interaction Detection
Transferable Interactiveness Knowledge for Human-Object Interaction Detection
Yong-Lu Li, Siyuan Zhou, Xijie Huang, Liang Xu, Ze Ma, Hao-Shu Fang, Yan-Feng Wang, Cewu Lu
Human-Object Interaction (HOI) Detection is an important problem to understand how humans interact with objects. In this paper, we explore Interactiveness Knowledge which indicates whether human and object interact with each other or not. We found that interactiveness knowledge can be learned across HOI datasets, regardless of HOI category settings. Our core idea is to exploit an Interactiveness Network to learn the general interactiveness knowledge from multiple HOI datasets and perform Non-Interaction Suppression before HOI classification in inference. On account of the generalization of interactiveness, interactiveness network is a transferable knowledge learner and can be cooperated with any HOI detection models to achieve desirable results. We extensively evaluate the proposed method on HICO-DET and V-COCO datasets. Our framework outperforms state-of-the-art HOI detection results by a great margin, verifying its efficacy and flexibility. Code is available at https://github.com/DirtyHarryLYL/Transferable-Interactiveness-Network.
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Tasks
Results from the paper archive 2025-07-28
| Task | Dataset | Model | Metric | Value | Rank at snapshot | Leaderboard | Report |
|---|---|---|---|---|---|---|---|
| Human-Object Interaction Detection | HICO-DET | TIN (Interactiveness) | Time Per Frame (ms) | 512 | #51 of 55 | Archive leaderboard | report |
| Human-Object Interaction Detection | HICO-DET | TIN (Interactiveness) | mAP | 17.54 | #51 of 55 | Archive leaderboard | report |
| Human-Object Interaction Detection | HICO-DET | TIN (CVPR) | mAP | 17.22 | #52 of 55 | Archive leaderboard | report |
| Human-Object Interaction Detection | V-COCO | TIN (Interactiveness) | AP(S1) | 49.0 | #29 of 34 | Archive leaderboard | report |
| Human-Object Interaction Detection | V-COCO | TIN (Interactiveness) | Time Per Frame(ms) | 513 | #29 of 34 | Archive leaderboard | report |
| Human-Object Interaction Detection | V-COCO | TIN (CVPR) | AP(S1) | 48.7 | #30 of 34 | Archive leaderboard | report |
Ranks are positions in the archive's leaderboards as they stood at the 2025-07-28 snapshot. Results published since then are not among these rows, so a rank here is not a current standing.
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