# Salient Object Detection on PASCAL-S 850 images

Source: [Salient Object Detection on PASCAL-S 850 images](<https://www.sota2.com/research/sota/salient-object-detection-on-pascal-s-850-images>)

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

Data updated: 2026-02-26T06:10:40.012Z

Evaluation of Salient Object Detection performance on the PASCAL-S 850 images dataset, reporting mIoU, AFm, and mDice scores.

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 | Salient Object Detection |
| Dataset (including any stated split) | PASCAL-S 850 images |
| Metric | mIoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [mIoU](<https://www.sota2.com/research/sota/salient-object-detection-on-pascal-s-850-images.md?metric=mIoU>): Higher is better; unit: PERCENT.

- [AFm](<https://www.sota2.com/research/sota/salient-object-detection-on-pascal-s-850-images.md?metric=AFm>): Higher is better; unit: PERCENT.

- [mDice](<https://www.sota2.com/research/sota/salient-object-detection-on-pascal-s-850-images.md?metric=mDice>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| WEFT | 83.59 | Not recorded | 69687494e25ad2fa9d1ec568 |
| VST++ | 82.32 | Not recorded | 69687494e25ad2fa9d1ec568 |
| FSEL | 82.27 | Not recorded | 69687494e25ad2fa9d1ec568 |
| VSCode | 81.77 | Not recorded | 69687494e25ad2fa9d1ec568 |
| MDSAM | 81.38 | Not recorded | 69687494e25ad2fa9d1ec568 |
| ICON-P | 81.12 | Not recorded | 69687494e25ad2fa9d1ec568 |
| DPU-Former | 80.93 | Not recorded | 69687494e25ad2fa9d1ec568 |

### WEFT

mIoU: 83.59. Result ID: 6997c2125698665ec418e4c9.

[Reporting paper](<https://www.sota2.com/research/paper/69687494e25ad2fa9d1ec568.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69687494e25ad2fa9d1ec568.md>)

Recorded evaluation configuration: {"Trainable Params (M)":"14.37"}. This record does not assert independent reproduction.

### VST++

mIoU: 82.32. Result ID: 6997c2125698665ec418e4c6.

[Reporting paper](<https://www.sota2.com/research/paper/69687494e25ad2fa9d1ec568.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea59040.md>)

Recorded evaluation configuration: {"Trainable Params (M)":"112.23"}. This record does not assert independent reproduction.

### FSEL

mIoU: 82.27. Result ID: 6997c2125698665ec418e4c7.

[Reporting paper](<https://www.sota2.com/research/paper/69687494e25ad2fa9d1ec568.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74ab1e209131cea630d9.md>)

Recorded evaluation configuration: {"Trainable Params (M)":"67.13"}. This record does not assert independent reproduction.

### VSCode

mIoU: 81.77. Result ID: 6997c2125698665ec418e4c4.

[Reporting paper](<https://www.sota2.com/research/paper/69687494e25ad2fa9d1ec568.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea59049.md>)

[Implementation](<https://github.com/Sssssuperior/VSCode>)

Recorded evaluation configuration: {"Trainable Params (M)":"117.41"}. This record does not assert independent reproduction.

### MDSAM

mIoU: 81.38. Result ID: 6997c2125698665ec418e4c5.

[Reporting paper](<https://www.sota2.com/research/paper/69687494e25ad2fa9d1ec568.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74631e209131cea61663.md>)

Recorded evaluation configuration: {"Trainable Params (M)":"16.78"}. This record does not assert independent reproduction.

### ICON-P

mIoU: 81.12. Result ID: 6997c2125698665ec418e4c3.

[Reporting paper](<https://www.sota2.com/research/paper/69687494e25ad2fa9d1ec568.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cc01e209131cea35cb9.md>)

Recorded evaluation configuration: {"Trainable Params (M)":"65.68"}. This record does not assert independent reproduction.

### DPU-Former

mIoU: 80.93. Result ID: 6997c2125698665ec418e4c8.

[Reporting paper](<https://www.sota2.com/research/paper/69687494e25ad2fa9d1ec568.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79b41e209131cea7eff8.md>)

Recorded evaluation configuration: {"Trainable Params (M)":"44.20"}. This record does not assert independent reproduction.

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