# HOI Detection on HICO-DET Known Object

Source: [HOI Detection on HICO-DET Known Object](<https://www.sota2.com/research/sota/hoi-detection-on-hico-det-known-object>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:45:35.416Z

Evaluation of Human-Object Interaction Detection performance specifically using the Known Object protocol on the HICO-DET dataset, reporting metrics for Full, Rare, and Non-Rare interactions.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | HOI Detection |
| Dataset (including any stated split) | HICO-DET Known Object |
| Metric | Full Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Full Score](<https://www.sota2.com/research/sota/hoi-detection-on-hico-det-known-object.md?metric=Full%20Score>): Higher is better; unit: PERCENT.

- [Rare Interaction Score](<https://www.sota2.com/research/sota/hoi-detection-on-hico-det-known-object.md?metric=Rare%20Interaction%20Score>): Higher is better; unit: PERCENT.

- [Non-Rare Interaction Score](<https://www.sota2.com/research/sota/hoi-detection-on-hico-det-known-object.md?metric=Non-Rare%20Interaction%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Full Score | Result date | Report paper |
| --- | --- | --- | --- |
| ATL | 31.18 | Not recorded | 68fa6c1d1e209131cea324fb |
| ATL | 30.05 | Not recorded | 68fa6c1d1e209131cea324fb |
| DRG | 27.98 | Not recorded | 68fa6c1d1e209131cea324fb |
| ATL | 27.38 | Not recorded | 68fa6c1d1e209131cea324fb |
| ATL | 27.23 | Not recorded | 68fa6c1d1e209131cea324fb |
| Baseline | 26.31 | Not recorded | 68fa6c1d1e209131cea324fb |
| ATL | 26.01 | Not recorded | 68fa6c1d1e209131cea324fb |
| VCL | 25.98 | Not recorded | 68fa6c1d1e209131cea324fb |
| PPDM | 24.58 | Not recorded | 68fa6c1d1e209131cea324fb |
| IP-Net | 22.05 | Not recorded | 68fa6c1d1e209131cea324fb |

### ATL

Full Score: 31.18. Result ID: 698eddb7ffc3901de0a26e88.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea324fb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea324fb.md>)

[Implementation](<https://github.com/zhihou7/HOI-CL>)

Recorded evaluation configuration: {"Detector":"Fine-tuned","Object image source":"COCO","Framework extension":"DRG"}. This record does not assert independent reproduction.

### ATL

Full Score: 30.05. Result ID: 698eddb7ffc3901de0a26e87.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea324fb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea324fb.md>)

[Implementation](<https://github.com/zhihou7/HOI-CL>)

Recorded evaluation configuration: {"Detector":"Fine-tuned","Object image source":"HICO-DET","Framework extension":"DRG"}. This record does not assert independent reproduction.

### DRG

Full Score: 27.98. Result ID: 698eddb7ffc3901de0a26e84.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea324fb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68311e209131cea1aa9d.md>)

Recorded evaluation configuration: {"Detector":"Fine-tuned"}. This record does not assert independent reproduction.

### ATL

Full Score: 27.38. Result ID: 698eddb7ffc3901de0a26e8a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea324fb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea324fb.md>)

[Implementation](<https://github.com/zhihou7/HOI-CL>)

Recorded evaluation configuration: {"Detector":"One-Stage"}. This record does not assert independent reproduction.

### ATL

Full Score: 27.23. Result ID: 698eddb7ffc3901de0a26e86.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea324fb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea324fb.md>)

[Implementation](<https://github.com/zhihou7/HOI-CL>)

Recorded evaluation configuration: {"Detector":"Fine-tuned","Object image source":"COCO"}. This record does not assert independent reproduction.

### Baseline

Full Score: 26.31. Result ID: 698eddb7ffc3901de0a26e89.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea324fb.md>)

Recorded evaluation configuration: {"Detector":"One-Stage"}. This record does not assert independent reproduction.

### ATL

Full Score: 26.01. Result ID: 698eddb7ffc3901de0a26e85.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea324fb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea324fb.md>)

[Implementation](<https://github.com/zhihou7/HOI-CL>)

Recorded evaluation configuration: {"Detector":"Fine-tuned","Object image source":"HICO-DET"}. This record does not assert independent reproduction.

### VCL

Full Score: 25.98. Result ID: 698eddb7ffc3901de0a26e83.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea324fb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68701e209131cea1c35e.md>)

[Implementation](<https://github.com/zhihou7/VCL>)

Recorded evaluation configuration: {"Detector":"Fine-tuned"}. This record does not assert independent reproduction.

### PPDM

Full Score: 24.58. Result ID: 698eddb7ffc3901de0a26e82.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea324fb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67401e209131cea153ea.md>)

[Implementation](<https://github.com/YueLiao/PPDM>)

Recorded evaluation configuration: {"Detector":"Fine-tuned"}. This record does not assert independent reproduction.

### IP-Net

Full Score: 22.05. Result ID: 698eddb7ffc3901de0a26e81.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1d1e209131cea324fb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67581e209131cea15b4e.md>)

Recorded evaluation configuration: {"Detector":"Fine-tuned"}. This record does not assert independent reproduction.

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