# Shadow Detection on UCF Shadow Dataset 110 images (test)

Source: [Shadow Detection on UCF Shadow Dataset 110 images (test)](<https://www.sota2.com/research/sota/shadow-detection-on-ucf-shadow-dataset-110-images-test>)

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

Data updated: 2026-02-26T05:27:38.393Z

Evaluation of Shadow Detection performance on the specific 110-image test split of the UCF Shadow Dataset, reporting accuracy and Balanced Error Rate (BER).

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 | Shadow Detection |
| Dataset (including any stated split) | UCF Shadow Dataset 110 images (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/shadow-detection-on-ucf-shadow-dataset-110-images-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [BER](<https://www.sota2.com/research/sota/shadow-detection-on-ucf-shadow-dataset-110-images-test.md?metric=BER>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| DSC | 95 | Not recorded | 68fa67901e209131cea170df |
| PSPNet | 94 | Not recorded | 68fa67901e209131cea170df |
| SRM | 93 | Not recorded | 68fa67901e209131cea170df |
| Amulet | 92 | Not recorded | 68fa67901e209131cea170df |
| scGAN | 86 | Not recorded | 68fa67901e209131cea170df |
| stacked-CNN | 84 | Not recorded | 68fa67901e209131cea170df |

### DSC

Accuracy: 95. Result ID: 698d3b418b517eb4331ff5d6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67901e209131cea170df.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67901e209131cea170df.md>)

[Implementation](<https://xw-hu.github.io/>)

Recorded evaluation configuration: {"training\_set":"SBU"}. This record does not assert independent reproduction.

### PSPNet

Accuracy: 94. Result ID: 698d3b418b517eb4331ff5db.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67901e209131cea170df.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa634b1e209131ce9fdc7e.md>)

[Implementation](<https://github.com/hszhao/PSPNet>)

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

### SRM

Accuracy: 93. Result ID: 698d3b418b517eb4331ff5d9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67901e209131cea170df.md>)

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

### Amulet

Accuracy: 92. Result ID: 698d3b418b517eb4331ff5da.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67901e209131cea170df.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.

### scGAN

Accuracy: 86. Result ID: 698d3b418b517eb4331ff5d7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67901e209131cea170df.md>)

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

### stacked-CNN

Accuracy: 84. Result ID: 698d3b418b517eb4331ff5d8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67901e209131cea170df.md>)

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

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