# Salient Object Detection on DUTS (TE)

Source: [Salient Object Detection on DUTS (TE)](<https://www.sota2.com/research/sota/salient-object-detection-on-duts-te>)

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

Data updated: 2026-02-26T05:42:40.846Z

Evaluation of Salient Object Detection performance on the TE split of the DUTS dataset, typically measured using F-beta score and Mean Absolute Error (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) | DUTS (TE) |
| Metric | F-beta |
| Unit | PERCENT |
| Direction | Higher 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

- [F-beta](<https://www.sota2.com/research/sota/salient-object-detection-on-duts-te.md?metric=F-beta>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | F-beta | Result date | Report paper |
| --- | --- | --- | --- |
| Amulet | 73.65 | Not recorded | 68fa638c1e209131ce9ff7f7 |
| Amulet-1/1 | 73.2 | Not recorded | 68fa638c1e209131ce9ff7f7 |
| DHS | 73.01 | Not recorded | 68fa638c1e209131ce9ff7f7 |
| Amulet-1/2 | 72.1 | Not recorded | 68fa638c1e209131ce9ff7f7 |
| Amulet-1/4 | 71.69 | Not recorded | 68fa638c1e209131ce9ff7f7 |
| DCL | 71.41 | Not recorded | 68fa638c1e209131ce9ff7f7 |
| RFCN | 71.2 | Not recorded | 68fa638c1e209131ce9ff7f7 |
| Amulet-1/8 | 69.42 | Not recorded | 68fa638c1e209131ce9ff7f7 |
| Amulet BPR | 69.12 | Not recorded | 68fa638c1e209131ce9ff7f7 |
| Amulet-1/16 | 68.91 | Not recorded | 68fa638c1e209131ce9ff7f7 |
| MDF | 67.32 | Not recorded | 68fa638c1e209131ce9ff7f7 |
| DS | 63.23 | Not recorded | 68fa638c1e209131ce9ff7f7 |
| ELD | 62.77 | Not recorded | 68fa638c1e209131ce9ff7f7 |
| LEGS | 58.46 | Not recorded | 68fa638c1e209131ce9ff7f7 |
| DRFI | 54.07 | Not recorded | 68fa638c1e209131ce9ff7f7 |
| DSR | 51.82 | Not recorded | 68fa638c1e209131ce9ff7f7 |
| BSCA | 49.96 | Not recorded | 68fa638c1e209131ce9ff7f7 |
| BL | 48.97 | Not recorded | 68fa638c1e209131ce9ff7f7 |

### Amulet

F-beta: 73.65. Result ID: 698bfbfaf729bc7f68e739cf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa638c1e209131ce9ff7f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa638c1e209131ce9ff7f7.md>)

[Implementation](<http://ice.dlut.edu.cn/lu/>)

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

### Amulet-1/1

F-beta: 73.2. Result ID: 698bfbfaf729bc7f68e739d0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa638c1e209131ce9ff7f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa638c1e209131ce9ff7f7.md>)

[Implementation](<http://ice.dlut.edu.cn/lu/>)

Recorded evaluation configuration: {"resolution reduction factor":"1"}. This record does not assert independent reproduction.

### DHS

F-beta: 73.01. Result ID: 698bfbfaf729bc7f68e739d7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa638c1e209131ce9ff7f7.md>)

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

### Amulet-1/2

F-beta: 72.1. Result ID: 698bfbfaf729bc7f68e739d1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa638c1e209131ce9ff7f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa638c1e209131ce9ff7f7.md>)

[Implementation](<http://ice.dlut.edu.cn/lu/>)

Recorded evaluation configuration: {"resolution reduction factor":"2"}. This record does not assert independent reproduction.

### Amulet-1/4

F-beta: 71.69. Result ID: 698bfbfaf729bc7f68e739d2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa638c1e209131ce9ff7f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa638c1e209131ce9ff7f7.md>)

[Implementation](<http://ice.dlut.edu.cn/lu/>)

Recorded evaluation configuration: {"resolution reduction factor":"4"}. This record does not assert independent reproduction.

### DCL

F-beta: 71.41. Result ID: 698bfbfaf729bc7f68e739d6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa638c1e209131ce9ff7f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62601e209131ce9f8ec4.md>)

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

### RFCN

F-beta: 71.2. Result ID: 698bfbfaf729bc7f68e739dc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa638c1e209131ce9ff7f7.md>)

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

### Amulet-1/8

F-beta: 69.42. Result ID: 698bfbfaf729bc7f68e739d3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa638c1e209131ce9ff7f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa638c1e209131ce9ff7f7.md>)

[Implementation](<http://ice.dlut.edu.cn/lu/>)

Recorded evaluation configuration: {"resolution reduction factor":"8"}. This record does not assert independent reproduction.

### Amulet BPR

F-beta: 69.12. Result ID: 698bfbfaf729bc7f68e739d5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa638c1e209131ce9ff7f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa638c1e209131ce9ff7f7.md>)

[Implementation](<http://ice.dlut.edu.cn/lu/>)

Recorded evaluation configuration: {"component":"BPR"}. This record does not assert independent reproduction.

### Amulet-1/16

F-beta: 68.91. Result ID: 698bfbfaf729bc7f68e739d4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa638c1e209131ce9ff7f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa638c1e209131ce9ff7f7.md>)

[Implementation](<http://ice.dlut.edu.cn/lu/>)

Recorded evaluation configuration: {"resolution reduction factor":"16"}. This record does not assert independent reproduction.

### MDF

F-beta: 67.32. Result ID: 698bfbfaf729bc7f68e739db.

[Reporting paper](<https://www.sota2.com/research/paper/68fa638c1e209131ce9ff7f7.md>)

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

### DS

F-beta: 63.23. Result ID: 698bfbfaf729bc7f68e739d8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa638c1e209131ce9ff7f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62b91e209131ce9fae0e.md>)

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

### ELD

F-beta: 62.77. Result ID: 698bfbfaf729bc7f68e739d9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa638c1e209131ce9ff7f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62641e209131ce9f90e4.md>)

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

### LEGS

F-beta: 58.46. Result ID: 698bfbfaf729bc7f68e739da.

[Reporting paper](<https://www.sota2.com/research/paper/68fa638c1e209131ce9ff7f7.md>)

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

### DRFI

F-beta: 54.07. Result ID: 698bfbfaf729bc7f68e739df.

[Reporting paper](<https://www.sota2.com/research/paper/68fa638c1e209131ce9ff7f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa639b1e209131ce9ff98a.md>)

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

### DSR

F-beta: 51.82. Result ID: 698bfbfaf729bc7f68e739e0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa638c1e209131ce9ff7f7.md>)

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

### BSCA

F-beta: 49.96. Result ID: 698bfbfaf729bc7f68e739de.

[Reporting paper](<https://www.sota2.com/research/paper/68fa638c1e209131ce9ff7f7.md>)

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

### BL

F-beta: 48.97. Result ID: 698bfbfaf729bc7f68e739dd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa638c1e209131ce9ff7f7.md>)

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

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