# HOI Detection on HICO-DET Default

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

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

Data updated: 2026-02-26T05:45:35.091Z

Evaluation of Human-Object Interaction Detection performance on the HICO-DET dataset using the 'Default' evaluation protocol, reporting metrics for Full, Rare, and NonRare 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 Default |
| Metric | Full HOI mAP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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 HOI mAP](<https://www.sota2.com/research/sota/hoi-detection-on-hico-det-default.md?metric=Full%20HOI%20mAP>): Higher is better; unit: PERCENT.

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

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

## Recorded results

| Method | Full HOI mAP | Result date | Report paper |
| --- | --- | --- | --- |
| ATL | 28.53 | Not recorded | 68fa6c1d1e209131cea324fb |
| ATL | 27.68 | Not recorded | 68fa6c1d1e209131cea324fb |
| DRG | 24.53 | Not recorded | 68fa6c1d1e209131cea324fb |
| ATL | 24.5 | Not recorded | 68fa6c1d1e209131cea324fb |
| ATL | 23.81 | Not recorded | 68fa6c1d1e209131cea324fb |
| ATL | 23.67 | Not recorded | 68fa6c1d1e209131cea324fb |
| VCL | 23.63 | Not recorded | 68fa6c1d1e209131cea324fb |
| Baseline | 22.77 | Not recorded | 68fa6c1d1e209131cea324fb |
| FG | 21.96 | Not recorded | 68fa6c1d1e209131cea324fb |
| PPDM | 21.73 | Not recorded | 68fa6c1d1e209131cea324fb |
| IP-Net | 19.56 | Not recorded | 68fa6c1d1e209131cea324fb |

### ATL

Full HOI mAP: 28.53. Result ID: 698eddb7ffc3901de0a26e7e.

[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 HOI mAP: 27.68. Result ID: 698eddb7ffc3901de0a26e7d.

[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 HOI mAP: 24.53. Result ID: 698eddb7ffc3901de0a26e7a.

[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 HOI mAP: 24.5. Result ID: 698eddb7ffc3901de0a26e7c.

[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.

### ATL

Full HOI mAP: 23.81. Result ID: 698eddb7ffc3901de0a26e80.

[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 HOI mAP: 23.67. Result ID: 698eddb7ffc3901de0a26e7b.

[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 HOI mAP: 23.63. Result ID: 698eddb7ffc3901de0a26e79.

[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.

### Baseline

Full HOI mAP: 22.77. Result ID: 698eddb7ffc3901de0a26e7f.

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

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

### FG

Full HOI mAP: 21.96. Result ID: 698eddb7ffc3901de0a26e76.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa684c1e209131cea1b364.md>)

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

### PPDM

Full HOI mAP: 21.73. Result ID: 698eddb7ffc3901de0a26e78.

[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 HOI mAP: 19.56. Result ID: 698eddb7ffc3901de0a26e77.

[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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