# Salient Object Detection on NLPR-TE

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

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

Data updated: 2026-02-26T05:45:24.325Z

Evaluation of Salient Object Detection performance on the NLPR-TE dataset, reporting Fmax, Fmean, MAE, and Sa 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) | NLPR-TE |
| Metric | Fmax |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

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

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

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

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

## Recorded results

| Method | Fmax | Result date | Report paper |
| --- | --- | --- | --- |
| DASNet | 0.929 | Not recorded | 68fa67b01e209131cea17d36 |
| D3Net | 0.885 | Not recorded | 68fa67b01e209131cea17d36 |
| DMRA | 0.879 | Not recorded | 68fa67b01e209131cea17d36 |
| CPFP | 0.869 | Not recorded | 68fa67b01e209131cea17d36 |
| TANet | 0.863 | Not recorded | 68fa67b01e209131cea17d36 |
| PCF | 0.841 | Not recorded | 68fa67b01e209131cea17d36 |
| CTMF | 0.825 | Not recorded | 68fa67b01e209131cea17d36 |
| MMCI | 0.815 | Not recorded | 68fa67b01e209131cea17d36 |
| AFNet | 0.771 | Not recorded | 68fa67b01e209131cea17d36 |
| DF | 0.763 | Not recorded | 68fa67b01e209131cea17d36 |

### DASNet

Fmax: 0.929. Result ID: 698d40408b517eb433201c27.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67b01e209131cea17d36.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67b01e209131cea17d36.md>)

Recorded evaluation configuration: {"inference input":"RGB only"}. This record does not assert independent reproduction.

### D3Net

Fmax: 0.885. Result ID: 698d40408b517eb433201c26.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67b01e209131cea17d36.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72481e209131cea55884.md>)

[Implementation](<https://github.com/DengPingFan/D3NetBenchmark>)

Recorded evaluation configuration: {"inference input":"RGB-D"}. This record does not assert independent reproduction.

### DMRA

Fmax: 0.879. Result ID: 698d40408b517eb433201c25.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67b01e209131cea17d36.md>)

Recorded evaluation configuration: {"inference input":"RGB-D"}. This record does not assert independent reproduction.

### CPFP

Fmax: 0.869. Result ID: 698d40408b517eb433201c24.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67b01e209131cea17d36.md>)

Recorded evaluation configuration: {"inference input":"RGB-D"}. This record does not assert independent reproduction.

### TANet

Fmax: 0.863. Result ID: 698d40408b517eb433201c23.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67b01e209131cea17d36.md>)

Recorded evaluation configuration: {"inference input":"RGB-D"}. This record does not assert independent reproduction.

### PCF

Fmax: 0.841. Result ID: 698d40408b517eb433201c22.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67b01e209131cea17d36.md>)

Recorded evaluation configuration: {"inference input":"RGB-D"}. This record does not assert independent reproduction.

### CTMF

Fmax: 0.825. Result ID: 698d40408b517eb433201c20.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67b01e209131cea17d36.md>)

Recorded evaluation configuration: {"inference input":"RGB-D"}. This record does not assert independent reproduction.

### MMCI

Fmax: 0.815. Result ID: 698d40408b517eb433201c21.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67b01e209131cea17d36.md>)

Recorded evaluation configuration: {"inference input":"RGB-D"}. This record does not assert independent reproduction.

### AFNet

Fmax: 0.771. Result ID: 698d40408b517eb433201c1f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67b01e209131cea17d36.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65371e209131cea09041.md>)

Recorded evaluation configuration: {"inference input":"RGB-D"}. This record does not assert independent reproduction.

### DF

Fmax: 0.763. Result ID: 698d40408b517eb433201c1e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67b01e209131cea17d36.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa634a1e209131ce9fdbe0.md>)

[Implementation](<http://www.cs.cityu.edu.hk/~jiawzhang8/saliency/TIP_saliency.htm>)

Recorded evaluation configuration: {"inference input":"RGB-D"}. This record does not assert independent reproduction.

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