# Polyp Segmentation on Collected large-scale polyp dataset

Source: [Polyp Segmentation on Collected large-scale polyp dataset](<https://www.sota2.com/research/sota/polyp-segmentation-on-collected-large-scale-polyp-dataset>)

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

Data updated: 2026-02-26T06:01:12.903Z

Evaluation of polyp segmentation performance using standard metrics (Recall, Specificity, Precision, Dice, IoU variants, mIoU, and Accuracy) on the Collected large-scale polyp dataset.

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 | Polyp Segmentation |
| Dataset (including any stated split) | Collected large-scale polyp dataset |
| Metric | Recall |
| 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

- [Recall](<https://www.sota2.com/research/sota/polyp-segmentation-on-collected-large-scale-polyp-dataset.md?metric=Recall>): Higher is better; unit: PERCENT.

- [Specificity](<https://www.sota2.com/research/sota/polyp-segmentation-on-collected-large-scale-polyp-dataset.md?metric=Specificity>): Higher is better; unit: PERCENT.

- [Precision](<https://www.sota2.com/research/sota/polyp-segmentation-on-collected-large-scale-polyp-dataset.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Dice Coefficient](<https://www.sota2.com/research/sota/polyp-segmentation-on-collected-large-scale-polyp-dataset.md?metric=Dice%20Coefficient>): Higher is better; unit: PERCENT.

- [IoU (Foreground)](<https://www.sota2.com/research/sota/polyp-segmentation-on-collected-large-scale-polyp-dataset.md?metric=IoU%20(Foreground)>): Higher is better; unit: PERCENT.

- [IoU (Background)](<https://www.sota2.com/research/sota/polyp-segmentation-on-collected-large-scale-polyp-dataset.md?metric=IoU%20(Background)>): Higher is better; unit: PERCENT.

- [mIoU](<https://www.sota2.com/research/sota/polyp-segmentation-on-collected-large-scale-polyp-dataset.md?metric=mIoU>): Higher is better; unit: PERCENT.

- [Accuracy](<https://www.sota2.com/research/sota/polyp-segmentation-on-collected-large-scale-polyp-dataset.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Recall | Result date | Report paper |
| --- | --- | --- | --- |
| LDNet | 93.22 | Not recorded | 68fa6e581e209131cea3f384 |
| PraNet | 92.86 | Not recorded | 68fa6e581e209131cea3f384 |
| ACSNet | 92.43 | Not recorded | 68fa6e581e209131cea3f384 |
| LDNet | 92.22 | Not recorded | 68fa6e581e209131cea3f384 |
| SANet | 92.18 | Not recorded | 68fa6e581e209131cea3f384 |
| LDNet | 92.02 | Not recorded | 68fa6e581e209131cea3f384 |
| CCBANet | 91.91 | Not recorded | 68fa6e581e209131cea3f384 |
| LDNet | 91.76 | Not recorded | 68fa6e581e209131cea3f384 |
| UNet++ | 89.88 | Not recorded | 68fa6e581e209131cea3f384 |
| UNet | 87.89 | Not recorded | 68fa6e581e209131cea3f384 |

### LDNet

Recall: 93.22. Result ID: 69902b173a6c314849fe9a1a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e581e209131cea3f384.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e581e209131cea3f384.md>)

[Implementation](<https://github.com/ReaFly/LDNet>)

Recorded evaluation configuration: {"variant":"Ours (Full Model)"}. This record does not assert independent reproduction.

### PraNet

Recall: 92.86. Result ID: 69902b173a6c314849fe9a17.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e581e209131cea3f384.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67d21e209131cea18aea.md>)

[Implementation](<https://github.com/DengPingFan/PraNet1>)

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

### ACSNet

Recall: 92.43. Result ID: 69902b173a6c314849fe9a16.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e581e209131cea3f384.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e581e209131cea3f371.md>)

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

### LDNet

Recall: 92.22. Result ID: 69902b173a6c314849fe9a1c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e581e209131cea3f384.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e581e209131cea3f384.md>)

[Implementation](<https://github.com/ReaFly/LDNet>)

Recorded evaluation configuration: {"variant":"Baseline + DK"}. This record does not assert independent reproduction.

### SANet

Recall: 92.18. Result ID: 69902b173a6c314849fe9a19.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e581e209131cea3f384.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a7a1e209131cea2869d.md>)

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

### LDNet

Recall: 92.02. Result ID: 69902b173a6c314849fe9a1b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e581e209131cea3f384.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e581e209131cea3f384.md>)

[Implementation](<https://github.com/ReaFly/LDNet>)

Recorded evaluation configuration: {"variant":"Baseline"}. This record does not assert independent reproduction.

### CCBANet

Recall: 91.91. Result ID: 69902b173a6c314849fe9a18.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e581e209131cea3f384.md>)

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

### LDNet

Recall: 91.76. Result ID: 69902b173a6c314849fe9a1d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e581e209131cea3f384.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e581e209131cea3f384.md>)

[Implementation](<https://github.com/ReaFly/LDNet>)

Recorded evaluation configuration: {"variant":"Baseline + DK + ESAS"}. This record does not assert independent reproduction.

### UNet++

Recall: 89.88. Result ID: 69902b173a6c314849fe9a15.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e581e209131cea3f384.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa649c1e209131cea058a9.md>)

[Implementation](<https://www.sota2.com/github.com/Nested-UNet>)

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

### UNet

Recall: 87.89. Result ID: 69902b173a6c314849fe9a14.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e581e209131cea3f384.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61e11e209131ce9f653d.md>)

[Implementation](<http://lmb.informatik.uni-freiburg.de/people/ronneber/u-net>)

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

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