# Polyp Segmentation on CVC-ClinicDB Noisy (test)

Source: [Polyp Segmentation on CVC-ClinicDB Noisy (test)](<https://www.sota2.com/research/sota/polyp-segmentation-on-cvc-clinicdb-noisy-test>)

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

Data updated: 2026-05-19T07:34:03.054Z

Evaluation of polyp segmentation performance on the noisy test split of the CVC-ClinicDB 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) | CVC-ClinicDB Noisy (test) |
| Metric | Dice Coefficient |
| 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

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

- [IoU](<https://www.sota2.com/research/sota/polyp-segmentation-on-cvc-clinicdb-noisy-test.md?metric=IoU>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/polyp-segmentation-on-cvc-clinicdb-noisy-test.md?metric=Recall>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Dice Coefficient | Result date | Report paper |
| --- | --- | --- | --- |
| SegFormer-B5 | 75.7 | Not recorded | 6a0bee64dbc836b87d82c1f2 |
| DepthPolyp | 75.1 | Not recorded | 6a0bee64dbc836b87d82c1f2 |
| CFFormer | 73 | Not recorded | 6a0bee64dbc836b87d82c1f2 |
| SegFormer-B0 | 69.8 | Not recorded | 6a0bee64dbc836b87d82c1f2 |
| NPDNet | 68.1 | Not recorded | 6a0bee64dbc836b87d82c1f2 |
| PraNet | 67.8 | Not recorded | 6a0bee64dbc836b87d82c1f2 |
| H-Unets | 66.1 | Not recorded | 6a0bee64dbc836b87d82c1f2 |
| CTNet | 64.9 | Not recorded | 6a0bee64dbc836b87d82c1f2 |
| I2UNet-L | 59.1 | Not recorded | 6a0bee64dbc836b87d82c1f2 |
| UNet | 59 | Not recorded | 6a0bee64dbc836b87d82c1f2 |
| ULite | 58.4 | Not recorded | 6a0bee64dbc836b87d82c1f2 |
| CMUNeXt-B | 57.1 | Not recorded | 6a0bee64dbc836b87d82c1f2 |
| CMUNeXt-L | 56.8 | Not recorded | 6a0bee64dbc836b87d82c1f2 |
| I2UNet-S | 56.6 | Not recorded | 6a0bee64dbc836b87d82c1f2 |
| CMUNeXt-S | 54.5 | Not recorded | 6a0bee64dbc836b87d82c1f2 |
| UNeXt-L | 54 | Not recorded | 6a0bee64dbc836b87d82c1f2 |
| MobilePolypNet | 42.1 | Not recorded | 6a0bee64dbc836b87d82c1f2 |
| MedT | 37.8 | Not recorded | 6a0bee64dbc836b87d82c1f2 |

### SegFormer-B5

Dice Coefficient: 75.7. Result ID: 6a0c124dfbc373592c01cbf1.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee64dbc836b87d82c1f2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2d1e209131cea2c997.md>)

[Implementation](<https://www.sota2.com/github.com/NVlabs/SegFormer>)

Recorded evaluation configuration: {"Params (M)":"81.97","GMACs":"12.35"}. This record does not assert independent reproduction.

### DepthPolyp

Dice Coefficient: 75.1. Result ID: 6a0c124dfbc373592c01cbfd.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee64dbc836b87d82c1f2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0bee64dbc836b87d82c1f2.md>)

Recorded evaluation configuration: {"Params (M)":"3.57","GMACs":"0.86"}. This record does not assert independent reproduction.

### CFFormer

Dice Coefficient: 73. Result ID: 6a0c124dfbc373592c01cbf2.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee64dbc836b87d82c1f2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a051e209131cea808fe.md>)

Recorded evaluation configuration: {"Params (M)":"99.56","GMACs":"30.12"}. This record does not assert independent reproduction.

### SegFormer-B0

Dice Coefficient: 69.8. Result ID: 6a0c124dfbc373592c01cbfc.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee64dbc836b87d82c1f2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2d1e209131cea2c997.md>)

[Implementation](<https://www.sota2.com/github.com/NVlabs/SegFormer>)

Recorded evaluation configuration: {"Params (M)":"3.71","GMACs":"1.30"}. This record does not assert independent reproduction.

### NPDNet

Dice Coefficient: 68.1. Result ID: 6a0c124dfbc373592c01cbec.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee64dbc836b87d82c1f2.md>)

Recorded evaluation configuration: {"Params (M)":"27.67","GMACs":"5.14"}. This record does not assert independent reproduction.

### PraNet

Dice Coefficient: 67.8. Result ID: 6a0c124dfbc373592c01cbef.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee64dbc836b87d82c1f2.md>)

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

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

Recorded evaluation configuration: {"Params (M)":"32.55","GMACs":"5.32"}. This record does not assert independent reproduction.

### H-Unets

Dice Coefficient: 66.1. Result ID: 6a0c124dfbc373592c01cbf5.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee64dbc836b87d82c1f2.md>)

Recorded evaluation configuration: {"Params (M)":"16.22","GMACs":"12.78"}. This record does not assert independent reproduction.

### CTNet

Dice Coefficient: 64.9. Result ID: 6a0c124dfbc373592c01cbf0.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee64dbc836b87d82c1f2.md>)

Recorded evaluation configuration: {"Params (M)":"44.29","GMACs":"6.27"}. This record does not assert independent reproduction.

### I2UNet-L

Dice Coefficient: 59.1. Result ID: 6a0c124dfbc373592c01cbed.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee64dbc836b87d82c1f2.md>)

Recorded evaluation configuration: {"Params (M)":"29.65","GMACs":"9.35"}. This record does not assert independent reproduction.

### UNet

Dice Coefficient: 59. Result ID: 6a0c124dfbc373592c01cbee.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee64dbc836b87d82c1f2.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: {"Params (M)":"31.04","GMACs":"41.93"}. This record does not assert independent reproduction.

### ULite

Dice Coefficient: 58.4. Result ID: 6a0c124dfbc373592c01cbf7.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee64dbc836b87d82c1f2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fe61e209131cea47fc2.md>)

Recorded evaluation configuration: {"Params (M)":"0.88","GMACs":"0.60"}. This record does not assert independent reproduction.

### CMUNeXt-B

Dice Coefficient: 57.1. Result ID: 6a0c124dfbc373592c01cbf9.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee64dbc836b87d82c1f2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa703f1e209131cea49ee9.md>)

Recorded evaluation configuration: {"Params (M)":"3.15","GMACs":"5.67"}. This record does not assert independent reproduction.

### CMUNeXt-L

Dice Coefficient: 56.8. Result ID: 6a0c124dfbc373592c01cbf4.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee64dbc836b87d82c1f2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa703f1e209131cea49ee9.md>)

Recorded evaluation configuration: {"Params (M)":"8.29","GMACs":"13.15"}. This record does not assert independent reproduction.

### I2UNet-S

Dice Coefficient: 56.6. Result ID: 6a0c124dfbc373592c01cbf3.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee64dbc836b87d82c1f2.md>)

Recorded evaluation configuration: {"Params (M)":"7.03","GMACs":"2.73"}. This record does not assert independent reproduction.

### CMUNeXt-S

Dice Coefficient: 54.5. Result ID: 6a0c124dfbc373592c01cbf8.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee64dbc836b87d82c1f2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa703f1e209131cea49ee9.md>)

Recorded evaluation configuration: {"Params (M)":"0.42","GMACs":"0.83"}. This record does not assert independent reproduction.

### UNeXt-L

Dice Coefficient: 54. Result ID: 6a0c124dfbc373592c01cbfa.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee64dbc836b87d82c1f2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bf41e209131cea3129b.md>)

[Implementation](<https://github.com/jeya-maria-jose/UNeXt-pytorch>)

Recorded evaluation configuration: {"Params (M)":"1.47","GMACs":"0.44"}. This record does not assert independent reproduction.

### MobilePolypNet

Dice Coefficient: 42.1. Result ID: 6a0c124dfbc373592c01cbf6.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee64dbc836b87d82c1f2.md>)

Recorded evaluation configuration: {"Params (M)":"0.22","GMACs":"0.96"}. This record does not assert independent reproduction.

### MedT

Dice Coefficient: 37.8. Result ID: 6a0c124dfbc373592c01cbfb.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee64dbc836b87d82c1f2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a581e209131cea27976.md>)

[Implementation](<https://github.com/jeya-maria-jose/Medical-Transformer>)

Recorded evaluation configuration: {"Params (M)":"1.56","GMACs":"1.80"}. This record does not assert independent reproduction.

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