# Salient Object Detection on DUT-OMRON 5,168 images (test)

Source: [Salient Object Detection on DUT-OMRON 5,168 images (test)](<https://www.sota2.com/research/sota/salient-object-detection-on-dut-omron-5-168-images-test>)

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

Data updated: 2026-02-26T05:48:55.965Z

Evaluation of Salient Object Detection performance on the specific test split of the DUT-OMRON dataset containing 5,168 images, reporting metrics such as MAE, mF, and Eξ.

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) | DUT-OMRON 5,168 images (test) |
| Metric | MAE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 15 of 15 |
| 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

- [MAE](<https://www.sota2.com/research/sota/salient-object-detection-on-dut-omron-5-168-images-test.md?metric=MAE>): Lower is better; unit: SCALAR.

- [mF](<https://www.sota2.com/research/sota/salient-object-detection-on-dut-omron-5-168-images-test.md?metric=mF>): Higher is better; unit: PERCENT.

- [Eξ](<https://www.sota2.com/research/sota/salient-object-detection-on-dut-omron-5-168-images-test.md?metric=E%CE%BE>): Higher is better; unit: PERCENT.

## Recorded results

| Method | MAE | Result date | Report paper |
| --- | --- | --- | --- |
| LDF | 0.051 | Not recorded | 68fa68391e209131cea1ae6a |
| EGNet-R | 0.053 | Not recorded | 68fa68391e209131cea1ae6a |
| BASNet | 0.056 | Not recorded | 68fa68391e209131cea1ae6a |
| CPD-R | 0.056 | Not recorded | 68fa68391e209131cea1ae6a |
| SCRN | 0.056 | Not recorded | 68fa68391e209131cea1ae6a |
| PoolNet | 0.056 | Not recorded | 68fa68391e209131cea1ae6a |
| AFNet | 0.057 | Not recorded | 68fa68391e209131cea1ae6a |
| SIBA | 0.059 | Not recorded | 68fa68391e209131cea1ae6a |
| TDBU | 0.061 | Not recorded | 68fa68391e209131cea1ae6a |
| PAGE | 0.062 | Not recorded | 68fa68391e209131cea1ae6a |
| BMPM | 0.063 | Not recorded | 68fa68391e209131cea1ae6a |
| DGRL | 0.063 | Not recorded | 68fa68391e209131cea1ae6a |
| RAS | 0.063 | Not recorded | 68fa68391e209131cea1ae6a |
| PICA-R | 0.065 | Not recorded | 68fa68391e209131cea1ae6a |
| R3Net | 0.073 | Not recorded | 68fa68391e209131cea1ae6a |

### LDF

MAE: 0.051. Result ID: 698d65278b517eb433213016.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68391e209131cea1ae6a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68391e209131cea1ae6a.md>)

[Implementation](<https://github.com/weijun88/LDF>)

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

### EGNet-R

MAE: 0.053. Result ID: 698d65278b517eb433213010.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68391e209131cea1ae6a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66391e209131cea0eeed.md>)

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

### BASNet

MAE: 0.056. Result ID: 698d65278b517eb43321300e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68391e209131cea1ae6a.md>)

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

### CPD-R

MAE: 0.056. Result ID: 698d65278b517eb43321300f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68391e209131cea1ae6a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65a11e209131cea0b62c.md>)

[Implementation](<https://github.com/wuzhe71/CPD>)

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

### SCRN

MAE: 0.056. Result ID: 698d65278b517eb433213013.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68391e209131cea1ae6a.md>)

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

### PoolNet

MAE: 0.056. Result ID: 698d65278b517eb433213015.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68391e209131cea1ae6a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65a91e209131cea0bb33.md>)

[Implementation](<http://mmcheng.net/poolnet/>)

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

### AFNet

MAE: 0.057. Result ID: 698d65278b517eb43321300d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68391e209131cea1ae6a.md>)

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

### SIBA

MAE: 0.059. Result ID: 698d65278b517eb433213014.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68391e209131cea1ae6a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66551e209131cea0f8be.md>)

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

### TDBU

MAE: 0.061. Result ID: 698d65278b517eb433213012.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68391e209131cea1ae6a.md>)

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

### PAGE

MAE: 0.062. Result ID: 698d65278b517eb433213011.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68391e209131cea1ae6a.md>)

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

### BMPM

MAE: 0.063. Result ID: 698d65278b517eb433213008.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68391e209131cea1ae6a.md>)

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

### DGRL

MAE: 0.063. Result ID: 698d65278b517eb433213009.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68391e209131cea1ae6a.md>)

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

### RAS

MAE: 0.063. Result ID: 698d65278b517eb43321300b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68391e209131cea1ae6a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa659e1e209131cea0b39e.md>)

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

### PICA-R

MAE: 0.065. Result ID: 698d65278b517eb43321300c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68391e209131cea1ae6a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64311e209131cea0362a.md>)

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

### R3Net

MAE: 0.073. Result ID: 698d65278b517eb43321300a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68391e209131cea1ae6a.md>)

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

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