# Image Harmonization on 1080P Resolution

Source: [Image Harmonization on 1080P Resolution](<https://www.sota2.com/research/sota/image-harmonization-on-1080p-resolution>)

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

Data updated: 2026-02-26T05:47:07.714Z

Evaluation of Image Harmonization performance on the 1080P Resolution dataset, focusing on computational efficiency metrics like inference speed, model size, and GPU memory usage.

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 | Image Harmonization |
| Dataset (including any stated split) | 1080P Resolution |
| Metric | Inference Speed (fps) |
| Unit | TIME |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Inference Speed (fps)](<https://www.sota2.com/research/sota/image-harmonization-on-1080p-resolution.md?metric=Inference%20Speed%20(fps)>): Higher is better; unit: TIME.

- [Model Size (MB)](<https://www.sota2.com/research/sota/image-harmonization-on-1080p-resolution.md?metric=Model%20Size%20(MB)>): Lower is better; unit: SIZE.

- [GPU Memory (GB)](<https://www.sota2.com/research/sota/image-harmonization-on-1080p-resolution.md?metric=GPU%20Memory%20(GB)>): Lower is better; unit: SIZE.

## Recorded results

| Method | Inference Speed (fps) | Result date | Report paper |
| --- | --- | --- | --- |
| Harmonizer | 56.3 | Not recorded | 68fa6d181e209131cea37b06 |
| DOVE | 13.8 | Not recorded | 68fa6d181e209131cea37b06 |
| BARG | 11.6 | Not recorded | 68fa6d181e209131cea37b06 |
| S2AM | 6.76 | Not recorded | 68fa6d181e209131cea37b06 |
| IHT | 5.1 | Not recorded | 68fa6d181e209131cea37b06 |
| IntrIH | 1.2 | Not recorded | 68fa6d181e209131cea37b06 |

### Harmonizer

Inference Speed (fps): 56.3. Result ID: 698f8df03a6c314849fa0e26.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d181e209131cea37b06.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d181e209131cea37b06.md>)

[Implementation](<https://github.com/ZHKKKe/Harmonizer>)

Recorded evaluation configuration: {"Resolution":"1080P","Hardware":"RTX3090 GPU"}. This record does not assert independent reproduction.

### DOVE

Inference Speed (fps): 13.8. Result ID: 698f8df03a6c314849fa0e22.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d181e209131cea37b06.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68a81e209131cea1d7e8.md>)

[Implementation](<https://github.com/bcmi/Image_Harmonization_Datasets>)

Recorded evaluation configuration: {"Resolution":"1080P","Hardware":"RTX3090 GPU"}. This record does not assert independent reproduction.

### BARG

Inference Speed (fps): 11.6. Result ID: 698f8df03a6c314849fa0e23.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d181e209131cea37b06.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b31e209131cea23927.md>)

[Implementation](<https://github.com/bcmi/BargainNet>)

Recorded evaluation configuration: {"Resolution":"1080P","Hardware":"RTX3090 GPU"}. This record does not assert independent reproduction.

### S2AM

Inference Speed (fps): 6.76. Result ID: 698f8df03a6c314849fa0e21.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d181e209131cea37b06.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67721e209131cea16544.md>)

[Implementation](<https://github.com/vinthony/s2am>)

Recorded evaluation configuration: {"Resolution":"1080P","Hardware":"RTX3090 GPU"}. This record does not assert independent reproduction.

### IHT

Inference Speed (fps): 5.1. Result ID: 698f8df03a6c314849fa0e25.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d181e209131cea37b06.md>)

Recorded evaluation configuration: {"Resolution":"1080P","Hardware":"RTX3090 GPU"}. This record does not assert independent reproduction.

### IntrIH

Inference Speed (fps): 1.2. Result ID: 698f8df03a6c314849fa0e24.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d181e209131cea37b06.md>)

Recorded evaluation configuration: {"Resolution":"1080P","Hardware":"RTX3090 GPU"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.