Human-Object Interaction Detection
Human-Object Interaction (HOI) detection is a task of identifying "a set of interactions" in an image, which involves the i) localization of the subject (i.e., humans) and target (i.e., objects) of interaction, and ii) the classification of the interaction labels.
Papers
Showing 1–10 of 449 papers
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Ours (PViC+) | mAP | 46.49 | — | Unverified |
| 2 | RLIPv2 (Swin-L) | mAP | 45.09 | — | Unverified |
| 3 | PViC-SwinL | mAP | 44.32 | — | Unverified |
| 4 | SOV-STG (Swin-L) | mAP | 43.35 | — | Unverified |
| 5 | DiffHOI | mAP | 41.5 | — | Unverified |
| 6 | ViPLO | mAP | 37.22 | — | Unverified |
| 7 | FGAHOI | mAP | 37.18 | — | Unverified |
| 8 | ERNet | mAP | 36.89 | — | Unverified |
| 9 | CQL+GEN-VLKT-L | mAP | 36.03 | — | Unverified |
| 10 | QAHOI (Swin-L) | mAP | 35.78 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | RLIPv2 | AP(S1) | 72.1 | — | Unverified |
| 2 | MUREN | AP(S1) | 68.8 | — | Unverified |
| 3 | STIP | AP(S1) | 66 | — | Unverified |
| 4 | DiffHOI | AP(S1) | 65.7 | — | Unverified |
| 5 | OCN (ResNet101) | AP(S1) | 65.3 | — | Unverified |
| 6 | OCN (ResNet50) | AP(S1) | 64.2 | — | Unverified |
| 7 | CDN (ResNet101) | AP(S1) | 63.91 | — | Unverified |
| 8 | HOICLIP | AP(S1) | 63.5 | — | Unverified |
| 9 | QPIC + CPC | MAP | 63.1 | — | Unverified |
| 10 | Body Part Interactiveness | AP(S1) | 63 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | DEFR | mAP | 65.6 | — | Unverified |
| 2 | HAKE | mAP | 47.1 | — | Unverified |
| 3 | PaStaNet | mAP | 46.3 | — | Unverified |
| 4 | RelViT | mAP | 43.98 | — | Unverified |
| 5 | Pairwise-Part | mAP | 39.9 | — | Unverified |
| 6 | Mallya & Lazebnik | mAP | 36.1 | — | Unverified |
| 7 | Girdhar & Ramanan | mAP | 34.6 | — | Unverified |
| 8 | R*CNN | mAP | 28.5 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | HOI4ABOT | Detection: Full ([email protected]) | 11.12 | — | Unverified |
| 2 | ST-GAZE | Detection: Full ([email protected]) | 10.4 | — | Unverified |
| 3 | STTRAN | Detection: Full ([email protected]) | 7.61 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | SlowFast + FasterRCNN | [email protected] role | 25.93 | — | Unverified |