# Video Harmonization on HYouTube (test)

Source: [Video Harmonization on HYouTube (test)](<https://www.sota2.com/research/sota/video-harmonization-on-hyoutube-test>)

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

Data updated: 2026-02-26T06:09:15.334Z

Evaluation of Video Harmonization performance on the test split of the HYouTube dataset, measured using fMSE, MSE, PSNR, and TL.

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 | Video Harmonization |
| Dataset (including any stated split) | HYouTube (test) |
| Metric | fMSE |
| Unit | SCALAR |
| Direction | Lower 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

- [fMSE](<https://www.sota2.com/research/sota/video-harmonization-on-hyoutube-test.md?metric=fMSE>): Lower is better; unit: SCALAR.

- [MSE](<https://www.sota2.com/research/sota/video-harmonization-on-hyoutube-test.md?metric=MSE>): Lower is better; unit: SCALAR.

- [PSNR](<https://www.sota2.com/research/sota/video-harmonization-on-hyoutube-test.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [TL](<https://www.sota2.com/research/sota/video-harmonization-on-hyoutube-test.md?metric=TL>): Lower is better; unit: SCALAR.

## Recorded results

| Method | fMSE | Result date | Report paper |
| --- | --- | --- | --- |
| HINet (Ours(Decoder)) | 159.42 | Not recorded | 68fa715a1e209131cea50c6c |
| HINet (Ours(LUT-Interpolation)) | 171.8 | Not recorded | 68fa715a1e209131cea50c6c |
| HINet (Ours(LUT)) | 176.99 | Not recorded | 68fa715a1e209131cea50c6c |
| Lu et al. | 186.72 | Not recorded | 68fa715a1e209131cea50c6c |
| Harmonizer (EMA) | 197.36 | Not recorded | 68fa715a1e209131cea50c6c |
| Harmonizer | 211.49 | Not recorded | 68fa715a1e209131cea50c6c |

### HINet (Ours(Decoder))

fMSE: 159.42. Result ID: 6991c7bb3a6c3148490a8cdb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa715a1e209131cea50c6c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa715a1e209131cea50c6c.md>)

[Implementation](<https://github.com/WindVChen/INR-Harmonization>)

Recorded evaluation configuration: {"Time(s)":"1.53","variant":"Decoder"}. This record does not assert independent reproduction.

### HINet (Ours(LUT-Interpolation))

fMSE: 171.8. Result ID: 6991c7bb3a6c3148490a8cda.

[Reporting paper](<https://www.sota2.com/research/paper/68fa715a1e209131cea50c6c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa715a1e209131cea50c6c.md>)

[Implementation](<https://github.com/WindVChen/INR-Harmonization>)

Recorded evaluation configuration: {"Time(s)":"0.86","variant":"LUT-Interpolation"}. This record does not assert independent reproduction.

### HINet (Ours(LUT))

fMSE: 176.99. Result ID: 6991c7bb3a6c3148490a8cd9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa715a1e209131cea50c6c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa715a1e209131cea50c6c.md>)

[Implementation](<https://github.com/WindVChen/INR-Harmonization>)

Recorded evaluation configuration: {"Time(s)":"1.23","variant":"LUT"}. This record does not assert independent reproduction.

### Lu et al.

fMSE: 186.72. Result ID: 6991c7bb3a6c3148490a8cd6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa715a1e209131cea50c6c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c7b1e209131cea3438a.md>)

Recorded evaluation configuration: {"Time(s)":"2.37"}. This record does not assert independent reproduction.

### Harmonizer (EMA)

fMSE: 197.36. Result ID: 6991c7bb3a6c3148490a8cd8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa715a1e209131cea50c6c.md>)

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

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

Recorded evaluation configuration: {"Time(s)":"1.49","EMA coefficient":"1/6"}. This record does not assert independent reproduction.

### Harmonizer

fMSE: 211.49. Result ID: 6991c7bb3a6c3148490a8cd7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa715a1e209131cea50c6c.md>)

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

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

Recorded evaluation configuration: {"Time(s)":"1.49"}. This record does not assert independent reproduction.

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