# Image Harmonization on (test)

Source: [Image Harmonization on (test)](<https://www.sota2.com/research/sota/image-harmonization-on-test>)

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

Data updated: 2026-02-26T05:48:28.217Z

Evaluation of Image Harmonization performance on an unspecified test split, focusing on computational efficiency metrics including processing time, memory usage, and FLOPs.

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) | (test) |
| Metric | Latency (ms) |
| Unit | TIME |
| Direction | Lower is better |
| Results loaded | 8 of 8 |
| 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

- [Latency (ms)](<https://www.sota2.com/research/sota/image-harmonization-on-test.md?metric=Latency%20(ms)>): Lower is better; unit: TIME.

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

- [FLOPs (G)](<https://www.sota2.com/research/sota/image-harmonization-on-test.md?metric=FLOPs%20(G)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Latency (ms) | Result date | Report paper |
| --- | --- | --- | --- |
| CDTNet-256 (sim) | 3.5 | Not recorded | 68fa6c0f1e209131cea31cde |
| CDTNet-256 (sim) | 3.5 | Not recorded | 68fa6c0f1e209131cea31cde |
| CDTNet-512 (sim) | 3.7 | Not recorded | 68fa6c0f1e209131cea31cde |
| CDTNet-256 | 10.8 | Not recorded | 68fa6c0f1e209131cea31cde |
| CDTNet-256 | 10.9 | Not recorded | 68fa6c0f1e209131cea31cde |
| CDTNet-512 | 11.5 | Not recorded | 68fa6c0f1e209131cea31cde |
| iS2AM | 14.7 | Not recorded | 68fa6c0f1e209131cea31cde |
| iS2AM | 31.1 | Not recorded | 68fa6c0f1e209131cea31cde |

### CDTNet-256 (sim)

Latency (ms): 3.5. Result ID: 698ec1ceffc3901de0a0d15d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c0f1e209131cea31cde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c0f1e209131cea31cde.md>)

[Implementation](<https://github.com/bcmi/CDTNet-High-Resolution-Image-Harmonization>)

Recorded evaluation configuration: {"Image Size":"1024 x 1024"}. This record does not assert independent reproduction.

### CDTNet-256 (sim)

Latency (ms): 3.5. Result ID: 698ec1ceffc3901de0a0d160.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c0f1e209131cea31cde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c0f1e209131cea31cde.md>)

[Implementation](<https://github.com/bcmi/CDTNet-High-Resolution-Image-Harmonization>)

Recorded evaluation configuration: {"Image Size":"2048 x 2048"}. This record does not assert independent reproduction.

### CDTNet-512 (sim)

Latency (ms): 3.7. Result ID: 698ec1ceffc3901de0a0d162.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c0f1e209131cea31cde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c0f1e209131cea31cde.md>)

[Implementation](<https://github.com/bcmi/CDTNet-High-Resolution-Image-Harmonization>)

Recorded evaluation configuration: {"Image Size":"2048 x 2048"}. This record does not assert independent reproduction.

### CDTNet-256

Latency (ms): 10.8. Result ID: 698ec1ceffc3901de0a0d15e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c0f1e209131cea31cde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c0f1e209131cea31cde.md>)

[Implementation](<https://github.com/bcmi/CDTNet-High-Resolution-Image-Harmonization>)

Recorded evaluation configuration: {"Image Size":"1024 x 1024"}. This record does not assert independent reproduction.

### CDTNet-256

Latency (ms): 10.9. Result ID: 698ec1ceffc3901de0a0d161.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c0f1e209131cea31cde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c0f1e209131cea31cde.md>)

[Implementation](<https://github.com/bcmi/CDTNet-High-Resolution-Image-Harmonization>)

Recorded evaluation configuration: {"Image Size":"2048 x 2048"}. This record does not assert independent reproduction.

### CDTNet-512

Latency (ms): 11.5. Result ID: 698ec1ceffc3901de0a0d163.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c0f1e209131cea31cde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c0f1e209131cea31cde.md>)

[Implementation](<https://github.com/bcmi/CDTNet-High-Resolution-Image-Harmonization>)

Recorded evaluation configuration: {"Image Size":"2048 x 2048"}. This record does not assert independent reproduction.

### iS2AM

Latency (ms): 14.7. Result ID: 698ec1ceffc3901de0a0d15c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c0f1e209131cea31cde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67af1e209131cea17ca4.md>)

Recorded evaluation configuration: {"Image Size":"1024 x 1024"}. This record does not assert independent reproduction.

### iS2AM

Latency (ms): 31.1. Result ID: 698ec1ceffc3901de0a0d15f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c0f1e209131cea31cde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67af1e209131cea17ca4.md>)

Recorded evaluation configuration: {"Image Size":"2048 x 2048"}. This record does not assert independent reproduction.

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