# Portrait Matting on P3M-500-P 1.0 (test)

Source: [Portrait Matting on P3M-500-P 1.0 (test)](<https://www.sota2.com/research/sota/portrait-matting-on-p3m-500-p-1-0-test>)

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

Data updated: 2026-02-26T06:02:44.892Z

Evaluation of Portrait Matting performance on the test split of the P3M-500-P 1.0 dataset, utilizing metrics such as SAD, MSE, MAD, and their trimap-based variants (SAD-T, MSE-T, MAD-T).

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 | Portrait Matting |
| Dataset (including any stated split) | P3M-500-P 1.0 (test) |
| Metric | SAD |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 18 of 18 |
| 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

- [SAD](<https://www.sota2.com/research/sota/portrait-matting-on-p3m-500-p-1-0-test.md?metric=SAD>): Lower is better; unit: SCALAR.

- [MSE](<https://www.sota2.com/research/sota/portrait-matting-on-p3m-500-p-1-0-test.md?metric=MSE>): Lower is better; unit: SCALAR.

- [MAD](<https://www.sota2.com/research/sota/portrait-matting-on-p3m-500-p-1-0-test.md?metric=MAD>): Lower is better; unit: SCALAR.

- [SAD-T](<https://www.sota2.com/research/sota/portrait-matting-on-p3m-500-p-1-0-test.md?metric=SAD-T>): Lower is better; unit: SCALAR.

- [MSE-T](<https://www.sota2.com/research/sota/portrait-matting-on-p3m-500-p-1-0-test.md?metric=MSE-T>): Lower is better; unit: SCALAR.

- [MAD-T](<https://www.sota2.com/research/sota/portrait-matting-on-p3m-500-p-1-0-test.md?metric=MAD-T>): Lower is better; unit: SCALAR.

- [GRAD](<https://www.sota2.com/research/sota/portrait-matting-on-p3m-500-p-1-0-test.md?metric=GRAD>): Lower is better; unit: SCALAR.

- [CONN](<https://www.sota2.com/research/sota/portrait-matting-on-p3m-500-p-1-0-test.md?metric=CONN>): Lower is better; unit: SCALAR.

## Recorded results

| Method | SAD | Result date | Report paper |
| --- | --- | --- | --- |
| DIM | 4.89 | Not recorded | 68fa6a701e209131cea280d9 |
| P3M-Net | 8.73 | Not recorded | 68fa6a701e209131cea280d9 |
| P3M-Net | 9.06 | Not recorded | 68fa6a701e209131cea280d9 |
| P3M-Net | 9.22 | Not recorded | 68fa6a701e209131cea280d9 |
| GFM | 10.73 | Not recorded | 68fa6a701e209131cea280d9 |
| GFM | 13.08 | Not recorded | 68fa6a701e209131cea280d9 |
| GFM | 13.2 | Not recorded | 68fa6a701e209131cea280d9 |
| BASIC | 14.52 | Not recorded | 68fa6a701e209131cea280d9 |
| BASIC | 15.52 | Not recorded | 68fa6a701e209131cea280d9 |
| SHM | 17.13 | Not recorded | 68fa6a701e209131cea280d9 |
| SHM | 21.56 | Not recorded | 68fa6a701e209131cea280d9 |
| HATT | 22.93 | Not recorded | 68fa6a701e209131cea280d9 |
| SHM | 24.33 | Not recorded | 68fa6a701e209131cea280d9 |
| HATT | 25.99 | Not recorded | 68fa6a701e209131cea280d9 |
| HATT | 26.5 | Not recorded | 68fa6a701e209131cea280d9 |
| LF | 30.84 | Not recorded | 68fa6a701e209131cea280d9 |
| LF | 31.22 | Not recorded | 68fa6a701e209131cea280d9 |
| LF | 42.95 | Not recorded | 68fa6a701e209131cea280d9 |

### DIM

SAD: 4.89. Result ID: 698e3357ffc3901de09b9aae.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a701e209131cea280d9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63491e209131ce9fdb49.md>)

Recorded evaluation configuration: {"trimap":"ground truth"}. This record does not assert independent reproduction.

### P3M-Net

SAD: 8.73. Result ID: 698e3357ffc3901de09b9aaf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a701e209131cea280d9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a701e209131cea280d9.md>)

[Implementation](<https://github.com/JizhiziLi/P3M>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### P3M-Net

SAD: 9.06. Result ID: 698e3357ffc3901de09b9acd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a701e209131cea280d9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a701e209131cea280d9.md>)

[Implementation](<https://github.com/JizhiziLi/P3M>)

Recorded evaluation configuration: {"Training Data":"Normal"}. This record does not assert independent reproduction.

### P3M-Net

SAD: 9.22. Result ID: 698e3357ffc3901de09b9acc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a701e209131cea280d9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a701e209131cea280d9.md>)

[Implementation](<https://github.com/JizhiziLi/P3M>)

Recorded evaluation configuration: {"Training Data":"Blurred"}. This record does not assert independent reproduction.

### GFM

SAD: 10.73. Result ID: 698e3357ffc3901de09b9ac9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a701e209131cea280d9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b161e209131cea2c0b3.md>)

[Implementation](<https://github.com/JizhiziLi/GFM>)

Recorded evaluation configuration: {"Training Data":"Normal"}. This record does not assert independent reproduction.

### GFM

SAD: 13.08. Result ID: 698e3357ffc3901de09b9ac8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a701e209131cea280d9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b161e209131cea2c0b3.md>)

[Implementation](<https://github.com/JizhiziLi/GFM>)

Recorded evaluation configuration: {"Training Data":"Blurred"}. This record does not assert independent reproduction.

### GFM

SAD: 13.2. Result ID: 698e3357ffc3901de09b9aad.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a701e209131cea280d9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b161e209131cea2c0b3.md>)

[Implementation](<https://github.com/JizhiziLi/GFM>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### BASIC

SAD: 14.52. Result ID: 698e3357ffc3901de09b9acb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a701e209131cea280d9.md>)

Recorded evaluation configuration: {"Training Data":"Normal"}. This record does not assert independent reproduction.

### BASIC

SAD: 15.52. Result ID: 698e3357ffc3901de09b9aca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a701e209131cea280d9.md>)

Recorded evaluation configuration: {"Training Data":"Blurred"}. This record does not assert independent reproduction.

### SHM

SAD: 17.13. Result ID: 698e3357ffc3901de09b9ac3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a701e209131cea280d9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64e01e209131cea06fad.md>)

Recorded evaluation configuration: {"Training Data":"Normal"}. This record does not assert independent reproduction.

### SHM

SAD: 21.56. Result ID: 698e3357ffc3901de09b9aac.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a701e209131cea280d9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64e01e209131cea06fad.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### HATT

SAD: 22.93. Result ID: 698e3357ffc3901de09b9ac7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a701e209131cea280d9.md>)

Recorded evaluation configuration: {"Training Data":"Normal"}. This record does not assert independent reproduction.

### SHM

SAD: 24.33. Result ID: 698e3357ffc3901de09b9ac2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a701e209131cea280d9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64e01e209131cea06fad.md>)

Recorded evaluation configuration: {"Training Data":"Blurred"}. This record does not assert independent reproduction.

### HATT

SAD: 25.99. Result ID: 698e3357ffc3901de09b9aab.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a701e209131cea280d9.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### HATT

SAD: 26.5. Result ID: 698e3357ffc3901de09b9ac6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a701e209131cea280d9.md>)

Recorded evaluation configuration: {"Training Data":"Blurred"}. This record does not assert independent reproduction.

### LF

SAD: 30.84. Result ID: 698e3357ffc3901de09b9ac4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a701e209131cea280d9.md>)

Recorded evaluation configuration: {"Training Data":"Blurred"}. This record does not assert independent reproduction.

### LF

SAD: 31.22. Result ID: 698e3357ffc3901de09b9ac5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a701e209131cea280d9.md>)

Recorded evaluation configuration: {"Training Data":"Normal"}. This record does not assert independent reproduction.

### LF

SAD: 42.95. Result ID: 698e3357ffc3901de09b9aaa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a701e209131cea280d9.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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