# Salient Object Detection on DUT-OMRON 5168 images (test)

Source: [Salient Object Detection on DUT-OMRON 5168 images (test)](<https://www.sota2.com/research/sota/salient-object-detection-on-dut-omron-5168-images-test>)

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

Data updated: 2026-05-26T09:28:44.099Z

Evaluation of Salient Object Detection performance on the specific test split of the DUT-OMRON dataset containing 5168 images, reporting metrics including Sm, F\_beta, E\_phi, and MAE.

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 5168 images (test) |
| Metric | Sm |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 29 of 29 |
| 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

- [Sm](<https://www.sota2.com/research/sota/salient-object-detection-on-dut-omron-5168-images-test.md?metric=Sm>): Higher is better; unit: PERCENT.

- [F-beta Score](<https://www.sota2.com/research/sota/salient-object-detection-on-dut-omron-5168-images-test.md?metric=F-beta%20Score>): Higher is better; unit: PERCENT.

- [E-phi](<https://www.sota2.com/research/sota/salient-object-detection-on-dut-omron-5168-images-test.md?metric=E-phi>): Higher is better; unit: PERCENT.

- [MAE](<https://www.sota2.com/research/sota/salient-object-detection-on-dut-omron-5168-images-test.md?metric=MAE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Sm | Result date | Report paper |
| --- | --- | --- | --- |
| BED-SAM2 | 89.8 | Not recorded | 6a152913dbd7150506f7dea3 |
| BED-SAM2 | 89.7 | Not recorded | 6a152913dbd7150506f7dea3 |
| BED-SAM2 | 89.7 | Not recorded | 6a152913dbd7150506f7dea3 |
| BED-SAM2 | 89.6 | Not recorded | 6a152913dbd7150506f7dea3 |
| BED-SAM2 | 89.3 | Not recorded | 6a152913dbd7150506f7dea3 |
| BED-SAM2 | 89.1 | Not recorded | 6a152913dbd7150506f7dea3 |
| BED-SAM2 | 89.1 | Not recorded | 6a152913dbd7150506f7dea3 |
| BED-SAM2 | 89.1 | Not recorded | 6a152913dbd7150506f7dea3 |
| BED-SAM2 | 89.1 | Not recorded | 6a152913dbd7150506f7dea3 |
| BED-SAM2 | 88.9 | Not recorded | 6a152913dbd7150506f7dea3 |
| BED-SAM2 | 88.8 | Not recorded | 6a152913dbd7150506f7dea3 |
| BED-SAM2 | 88.7 | Not recorded | 6a152913dbd7150506f7dea3 |
| BED-SAM2 | 88.6 | Not recorded | 6a152913dbd7150506f7dea3 |
| SAM2-UNet | 88.4 | Not recorded | 6a152913dbd7150506f7dea3 |
| BiRefNet | 88.2 | Not recorded | 6a152913dbd7150506f7dea3 |
| BED-SAM2 | 88.2 | Not recorded | 6a152913dbd7150506f7dea3 |
| BiRefNet | 88.1 | Not recorded | 6a152913dbd7150506f7dea3 |
| VSCode | 87.7 | Not recorded | 6a152913dbd7150506f7dea3 |
| BED-SAM2 | 87.6 | Not recorded | 6a152913dbd7150506f7dea3 |
| ICON-S | 86.9 | Not recorded | 6a152913dbd7150506f7dea3 |
| BiRefNet | 86.8 | Not recorded | 6a152913dbd7150506f7dea3 |
| BiRefNet | 86.8 | Not recorded | 6a152913dbd7150506f7dea3 |
| BiRefNet | 86.4 | Not recorded | 6a152913dbd7150506f7dea3 |
| PGNet | 85.8 | Not recorded | 6a152913dbd7150506f7dea3 |
| PGNet | 85.5 | Not recorded | 6a152913dbd7150506f7dea3 |
| MENet | 85 | Not recorded | 6a152913dbd7150506f7dea3 |
| U2Net | 84.7 | Not recorded | 6a152913dbd7150506f7dea3 |
| EDN | 82.1 | Not recorded | 6a152913dbd7150506f7dea3 |
| PGNet | 78.6 | Not recorded | 6a152913dbd7150506f7dea3 |

### BED-SAM2

Sm: 89.8. Result ID: 6a156745fbc373592c0d2640.

[Reporting paper](<https://www.sota2.com/research/paper/6a152913dbd7150506f7dea3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a152913dbd7150506f7dea3.md>)

Recorded evaluation configuration: {"Size":"352","TR":"\[1,2,3\]"}. This record does not assert independent reproduction.

### BED-SAM2

Sm: 89.7. Result ID: 6a156745fbc373592c0d263e.

[Reporting paper](<https://www.sota2.com/research/paper/6a152913dbd7150506f7dea3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a152913dbd7150506f7dea3.md>)

Recorded evaluation configuration: {"Size":"352","TR":"\[1,3\]"}. This record does not assert independent reproduction.

### BED-SAM2

Sm: 89.7. Result ID: 6a156745fbc373592c0d2643.

[Reporting paper](<https://www.sota2.com/research/paper/6a152913dbd7150506f7dea3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a152913dbd7150506f7dea3.md>)

Recorded evaluation configuration: {"Size":"512","TR":"\[1,3\]"}. This record does not assert independent reproduction.

### BED-SAM2

Sm: 89.6. Result ID: 6a156745fbc373592c0d2645.

[Reporting paper](<https://www.sota2.com/research/paper/6a152913dbd7150506f7dea3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a152913dbd7150506f7dea3.md>)

Recorded evaluation configuration: {"Size":"512","TR":"\[1,2,3\]"}. This record does not assert independent reproduction.

### BED-SAM2

Sm: 89.3. Result ID: 6a156745fbc373592c0d2648.

[Reporting paper](<https://www.sota2.com/research/paper/6a152913dbd7150506f7dea3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a152913dbd7150506f7dea3.md>)

Recorded evaluation configuration: {"Size":"1024","TR":"\[1,3\]"}. This record does not assert independent reproduction.

### BED-SAM2

Sm: 89.1. Result ID: 6a156745fbc373592c0d263d.

[Reporting paper](<https://www.sota2.com/research/paper/6a152913dbd7150506f7dea3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a152913dbd7150506f7dea3.md>)

Recorded evaluation configuration: {"Size":"352","TR":"\[1,2\]"}. This record does not assert independent reproduction.

### BED-SAM2

Sm: 89.1. Result ID: 6a156745fbc373592c0d2641.

[Reporting paper](<https://www.sota2.com/research/paper/6a152913dbd7150506f7dea3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a152913dbd7150506f7dea3.md>)

Recorded evaluation configuration: {"Size":"512","TR":"1"}. This record does not assert independent reproduction.

### BED-SAM2

Sm: 89.1. Result ID: 6a156745fbc373592c0d2642.

[Reporting paper](<https://www.sota2.com/research/paper/6a152913dbd7150506f7dea3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a152913dbd7150506f7dea3.md>)

Recorded evaluation configuration: {"Size":"512","TR":"\[1,2\]"}. This record does not assert independent reproduction.

### BED-SAM2

Sm: 89.1. Result ID: 6a156745fbc373592c0d264a.

[Reporting paper](<https://www.sota2.com/research/paper/6a152913dbd7150506f7dea3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a152913dbd7150506f7dea3.md>)

Recorded evaluation configuration: {"Size":"1024","TR":"\[1,2,3\]"}. This record does not assert independent reproduction.

### BED-SAM2

Sm: 88.9. Result ID: 6a156745fbc373592c0d2647.

[Reporting paper](<https://www.sota2.com/research/paper/6a152913dbd7150506f7dea3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a152913dbd7150506f7dea3.md>)

Recorded evaluation configuration: {"Size":"1024","TR":"\[1,2\]"}. This record does not assert independent reproduction.

### BED-SAM2

Sm: 88.8. Result ID: 6a156745fbc373592c0d2644.

[Reporting paper](<https://www.sota2.com/research/paper/6a152913dbd7150506f7dea3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a152913dbd7150506f7dea3.md>)

Recorded evaluation configuration: {"Size":"512","TR":"\[2,3\]"}. This record does not assert independent reproduction.

### BED-SAM2

Sm: 88.7. Result ID: 6a156745fbc373592c0d263f.

[Reporting paper](<https://www.sota2.com/research/paper/6a152913dbd7150506f7dea3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a152913dbd7150506f7dea3.md>)

Recorded evaluation configuration: {"Size":"352","TR":"\[2,3\]"}. This record does not assert independent reproduction.

### BED-SAM2

Sm: 88.6. Result ID: 6a156745fbc373592c0d263c.

[Reporting paper](<https://www.sota2.com/research/paper/6a152913dbd7150506f7dea3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a152913dbd7150506f7dea3.md>)

Recorded evaluation configuration: {"Size":"352","TR":"1"}. This record does not assert independent reproduction.

### SAM2-UNet

Sm: 88.4. Result ID: 6a156745fbc373592c0d263b.

[Reporting paper](<https://www.sota2.com/research/paper/6a152913dbd7150506f7dea3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74881e209131cea62488.md>)

[Implementation](<https://github.com/WZH0120/SAM2-UNet>)

Recorded evaluation configuration: {"Size":"352","TR":"1"}. This record does not assert independent reproduction.

### BiRefNet

Sm: 88.2. Result ID: 6a156745fbc373592c0d263a.

[Reporting paper](<https://www.sota2.com/research/paper/6a152913dbd7150506f7dea3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a361e209131cea81ce4.md>)

[Implementation](<https://github.com/ZhengPeng7/BiRefNet>)

Recorded evaluation configuration: {"Size":"1024","TR":"\[1,2,3\]"}. This record does not assert independent reproduction.

### BED-SAM2

Sm: 88.2. Result ID: 6a156745fbc373592c0d2646.

[Reporting paper](<https://www.sota2.com/research/paper/6a152913dbd7150506f7dea3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a152913dbd7150506f7dea3.md>)

Recorded evaluation configuration: {"Size":"1024","TR":"1"}. This record does not assert independent reproduction.

### BiRefNet

Sm: 88.1. Result ID: 6a156745fbc373592c0d2638.

[Reporting paper](<https://www.sota2.com/research/paper/6a152913dbd7150506f7dea3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a361e209131cea81ce4.md>)

[Implementation](<https://github.com/ZhengPeng7/BiRefNet>)

Recorded evaluation configuration: {"Size":"1024","TR":"\[1,3\]"}. This record does not assert independent reproduction.

### VSCode

Sm: 87.7. Result ID: 6a156745fbc373592c0d2635.

[Reporting paper](<https://www.sota2.com/research/paper/6a152913dbd7150506f7dea3.md>)

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

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

Recorded evaluation configuration: {"Size":"352","TR":"1"}. This record does not assert independent reproduction.

### BED-SAM2

Sm: 87.6. Result ID: 6a156745fbc373592c0d2649.

[Reporting paper](<https://www.sota2.com/research/paper/6a152913dbd7150506f7dea3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a152913dbd7150506f7dea3.md>)

Recorded evaluation configuration: {"Size":"1024","TR":"\[2,3\]"}. This record does not assert independent reproduction.

### ICON-S

Sm: 86.9. Result ID: 6a156745fbc373592c0d2630.

[Reporting paper](<https://www.sota2.com/research/paper/6a152913dbd7150506f7dea3.md>)

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

Recorded evaluation configuration: {"Size":"352","TR":"1"}. This record does not assert independent reproduction.

### BiRefNet

Sm: 86.8. Result ID: 6a156745fbc373592c0d2636.

[Reporting paper](<https://www.sota2.com/research/paper/6a152913dbd7150506f7dea3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a361e209131cea81ce4.md>)

[Implementation](<https://github.com/ZhengPeng7/BiRefNet>)

Recorded evaluation configuration: {"Size":"1024","TR":"1"}. This record does not assert independent reproduction.

### BiRefNet

Sm: 86.8. Result ID: 6a156745fbc373592c0d2637.

[Reporting paper](<https://www.sota2.com/research/paper/6a152913dbd7150506f7dea3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a361e209131cea81ce4.md>)

[Implementation](<https://github.com/ZhengPeng7/BiRefNet>)

Recorded evaluation configuration: {"Size":"1024","TR":"\[1,2\]"}. This record does not assert independent reproduction.

### BiRefNet

Sm: 86.4. Result ID: 6a156745fbc373592c0d2639.

[Reporting paper](<https://www.sota2.com/research/paper/6a152913dbd7150506f7dea3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a361e209131cea81ce4.md>)

[Implementation](<https://github.com/ZhengPeng7/BiRefNet>)

Recorded evaluation configuration: {"Size":"1024","TR":"\[2,3\]"}. This record does not assert independent reproduction.

### PGNet

Sm: 85.8. Result ID: 6a156745fbc373592c0d2633.

[Reporting paper](<https://www.sota2.com/research/paper/6a152913dbd7150506f7dea3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c361e209131cea32d44.md>)

[Implementation](<https://github.com/iCVTEAM/PGNet>)

Recorded evaluation configuration: {"Size":"1024","TR":"\[1,2\]"}. This record does not assert independent reproduction.

### PGNet

Sm: 85.5. Result ID: 6a156745fbc373592c0d2632.

[Reporting paper](<https://www.sota2.com/research/paper/6a152913dbd7150506f7dea3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c361e209131cea32d44.md>)

[Implementation](<https://github.com/iCVTEAM/PGNet>)

Recorded evaluation configuration: {"Size":"1024","TR":"1"}. This record does not assert independent reproduction.

### MENet

Sm: 85. Result ID: 6a156745fbc373592c0d262e.

[Reporting paper](<https://www.sota2.com/research/paper/6a152913dbd7150506f7dea3.md>)

Recorded evaluation configuration: {"Size":"352","TR":"1"}. This record does not assert independent reproduction.

### U2Net

Sm: 84.7. Result ID: 6a156745fbc373592c0d2631.

[Reporting paper](<https://www.sota2.com/research/paper/6a152913dbd7150506f7dea3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bf21e209131cea31155.md>)

[Implementation](<https://github.com/NathanUA/U-2-Net>)

Recorded evaluation configuration: {"Size":"320","TR":"1"}. This record does not assert independent reproduction.

### EDN

Sm: 82.1. Result ID: 6a156745fbc373592c0d262f.

[Reporting paper](<https://www.sota2.com/research/paper/6a152913dbd7150506f7dea3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d2e1e209131cea381fc.md>)

Recorded evaluation configuration: {"Size":"384","TR":"1"}. This record does not assert independent reproduction.

### PGNet

Sm: 78.6. Result ID: 6a156745fbc373592c0d2634.

[Reporting paper](<https://www.sota2.com/research/paper/6a152913dbd7150506f7dea3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c361e209131cea32d44.md>)

[Implementation](<https://github.com/iCVTEAM/PGNet>)

Recorded evaluation configuration: {"Size":"1024","TR":"\[2,3\]"}. This record does not assert independent reproduction.

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