# Image Matting on ICM-57

Source: [Image Matting on ICM-57](<https://www.sota2.com/research/sota/image-matting-on-icm-57>)

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

Data updated: 2026-02-26T05:58:07.016Z

Evaluation of Image Matting performance on the ICM-57 dataset, utilizing metrics such as Point MSE/SAD, Scribble MSE/SAD, and Mask MSE/SAD.

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 Matting |
| Dataset (including any stated split) | ICM-57 |
| Metric | Point MSE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 5 of 5 |
| 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

- [Point MSE](<https://www.sota2.com/research/sota/image-matting-on-icm-57.md?metric=Point%20MSE>): Lower is better; unit: SCALAR.

- [Point SAD](<https://www.sota2.com/research/sota/image-matting-on-icm-57.md?metric=Point%20SAD>): Lower is better; unit: SCALAR.

- [Scribble MSE](<https://www.sota2.com/research/sota/image-matting-on-icm-57.md?metric=Scribble%20MSE>): Lower is better; unit: SCALAR.

- [Scribble SAD](<https://www.sota2.com/research/sota/image-matting-on-icm-57.md?metric=Scribble%20SAD>): Lower is better; unit: SCALAR.

- [Mask MSE](<https://www.sota2.com/research/sota/image-matting-on-icm-57.md?metric=Mask%20MSE>): Lower is better; unit: SCALAR.

- [Mask SAD](<https://www.sota2.com/research/sota/image-matting-on-icm-57.md?metric=Mask%20SAD>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Point MSE | Result date | Report paper |
| --- | --- | --- | --- |
| IconMatting | 0.0061 | Not recorded | 68fa729b1e209131cea5778b |
| ICMP | 0.0112 | Not recorded | 68fa729b1e209131cea5778b |
| IconMatting | 0.0124 | Not recorded | 68fa729b1e209131cea5778b |
| MAM | 0.0149 | Not recorded | 68fa729b1e209131cea5778b |
| MatAny | 0.0651 | Not recorded | 68fa729b1e209131cea5778b |

### IconMatting

Point MSE: 0.0061. Result ID: 699262b03a6c3148490e94f4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa729b1e209131cea5778b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa729b1e209131cea5778b.md>)

[Implementation](<https://github.com/tiny-smart/in-context-matting>)

Recorded evaluation configuration: {"In-context":false,"variant":"penultimate row (Ours\*)"}. This record does not assert independent reproduction.

### ICMP

Point MSE: 0.0112. Result ID: 699262b03a6c3148490e94f3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa729b1e209131cea5778b.md>)

Recorded evaluation configuration: {"In-context":true}. This record does not assert independent reproduction.

### IconMatting

Point MSE: 0.0124. Result ID: 699262b03a6c3148490e94f5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa729b1e209131cea5778b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa729b1e209131cea5778b.md>)

[Implementation](<https://github.com/tiny-smart/in-context-matting>)

Recorded evaluation configuration: {"In-context":true,"variant":"last row (Ours)"}. This record does not assert independent reproduction.

### MAM

Point MSE: 0.0149. Result ID: 699262b03a6c3148490e94f2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa729b1e209131cea5778b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa713f1e209131cea50140.md>)

Recorded evaluation configuration: {"In-context":false}. This record does not assert independent reproduction.

### MatAny

Point MSE: 0.0651. Result ID: 699262b03a6c3148490e94f1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa729b1e209131cea5778b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72531e209131cea55a69.md>)

Recorded evaluation configuration: {"In-context":false}. This record does not assert independent reproduction.

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