# Object Detection on Cultural Heritage

Source: [Object Detection on Cultural Heritage](<https://www.sota2.com/research/sota/object-detection-on-cultural-heritage>)

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

Data updated: 2026-02-26T06:09:24.084Z

Evaluation of Object Detection performance on the Cultural Heritage dataset, measured using mAP.

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 | Object Detection |
| Dataset (including any stated split) | Cultural Heritage |
| Metric | mAP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [mAP](<https://www.sota2.com/research/sota/object-detection-on-cultural-heritage.md?metric=mAP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP | Result date | Report paper |
| --- | --- | --- | --- |
| DA-RetinaNet | 58.01 | Not recorded | 68fa68fc1e209131cea1f915 |
| Strong-Weak | 47.7 | Not recorded | 68fa68fc1e209131cea1f915 |
| DA-RetinaNet | 37.49 | Not recorded | 68fa68fc1e209131cea1f915 |
| Strong-Weak | 33.33 | Not recorded | 68fa68fc1e209131cea1f915 |
| DA-Faster RCNN | 33.2 | Not recorded | 68fa68fc1e209131cea1f915 |
| DA-RetinaNet | 31.04 | Not recorded | 68fa68fc1e209131cea1f915 |
| Strong-Weak | 25.12 | Not recorded | 68fa68fc1e209131cea1f915 |
| DA-Faster RCNN | 19.88 | Not recorded | 68fa68fc1e209131cea1f915 |
| DA-Faster RCNN | 12.94 | Not recorded | 68fa68fc1e209131cea1f915 |

### DA-RetinaNet

mAP: 58.01. Result ID: 698d934e8b517eb4332273db.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68fc1e209131cea1f915.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68fc1e209131cea1f915.md>)

[Implementation](<https://github.com/fpv-iplab/DA-RetinaNet>)

Recorded evaluation configuration: {"image-to-image translation":"Syn2Real"}. This record does not assert independent reproduction.

### Strong-Weak

mAP: 47.7. Result ID: 698d934e8b517eb4332273d8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68fc1e209131cea1f915.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa658b1e209131cea0b010.md>)

[Implementation](<https://github.com/VisionLearningGroup/DA_Detection>)

Recorded evaluation configuration: {"image-to-image translation":"Syn2Real"}. This record does not assert independent reproduction.

### DA-RetinaNet

mAP: 37.49. Result ID: 698d934e8b517eb4332273da.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68fc1e209131cea1f915.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68fc1e209131cea1f915.md>)

[Implementation](<https://github.com/fpv-iplab/DA-RetinaNet>)

Recorded evaluation configuration: {"image-to-image translation":"Real2Syn"}. This record does not assert independent reproduction.

### Strong-Weak

mAP: 33.33. Result ID: 698d934e8b517eb4332273d7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68fc1e209131cea1f915.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa658b1e209131cea0b010.md>)

[Implementation](<https://github.com/VisionLearningGroup/DA_Detection>)

Recorded evaluation configuration: {"image-to-image translation":"Real2Syn"}. This record does not assert independent reproduction.

### DA-Faster RCNN

mAP: 33.2. Result ID: 698d934e8b517eb4332273d5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68fc1e209131cea1f915.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64291e209131cea03031.md>)

Recorded evaluation configuration: {"image-to-image translation":"Syn2Real"}. This record does not assert independent reproduction.

### DA-RetinaNet

mAP: 31.04. Result ID: 698d934e8b517eb4332273d9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68fc1e209131cea1f915.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68fc1e209131cea1f915.md>)

[Implementation](<https://github.com/fpv-iplab/DA-RetinaNet>)

Recorded evaluation configuration: {"image-to-image translation":"None"}. This record does not assert independent reproduction.

### Strong-Weak

mAP: 25.12. Result ID: 698d934e8b517eb4332273d6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68fc1e209131cea1f915.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa658b1e209131cea0b010.md>)

[Implementation](<https://github.com/VisionLearningGroup/DA_Detection>)

Recorded evaluation configuration: {"image-to-image translation":"None"}. This record does not assert independent reproduction.

### DA-Faster RCNN

mAP: 19.88. Result ID: 698d934e8b517eb4332273d4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68fc1e209131cea1f915.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64291e209131cea03031.md>)

Recorded evaluation configuration: {"image-to-image translation":"Real2Syn"}. This record does not assert independent reproduction.

### DA-Faster RCNN

mAP: 12.94. Result ID: 698d934e8b517eb4332273d3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68fc1e209131cea1f915.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64291e209131cea03031.md>)

Recorded evaluation configuration: {"image-to-image translation":"None"}. This record does not assert independent reproduction.

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