# Prostate cancer lesion detection on Prostate cancer PET/CT (test)

Source: [Prostate cancer lesion detection on Prostate cancer PET/CT (test)](<https://www.sota2.com/research/sota/prostate-cancer-lesion-detection-on-prostate-cancer-pet-ct-test>)

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

Data updated: 2026-03-17T08:24:09.539Z

Evaluation of prostate cancer lesion detection performance on the test split of the Prostate cancer PET/CT dataset, reporting detection metrics like F1 score, True Positives, False Positives, and False Negatives.

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 | Prostate cancer lesion detection |
| Dataset (including any stated split) | Prostate cancer PET/CT (test) |
| Metric | Mean TP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 22 of 22 |
| 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

- [Mean TP](<https://www.sota2.com/research/sota/prostate-cancer-lesion-detection-on-prostate-cancer-pet-ct-test.md?metric=Mean%20TP>): Higher is better; unit: PERCENT.

- [Mean FP](<https://www.sota2.com/research/sota/prostate-cancer-lesion-detection-on-prostate-cancer-pet-ct-test.md?metric=Mean%20FP>): Lower is better; unit: SCALAR.

- [Mean FN](<https://www.sota2.com/research/sota/prostate-cancer-lesion-detection-on-prostate-cancer-pet-ct-test.md?metric=Mean%20FN>): Lower is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/prostate-cancer-lesion-detection-on-prostate-cancer-pet-ct-test.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

- [AP@0.1](<https://www.sota2.com/research/sota/prostate-cancer-lesion-detection-on-prostate-cancer-pet-ct-test.md?metric=AP%400.1>): Higher is better; unit: PERCENT.

- [AP@0.25](<https://www.sota2.com/research/sota/prostate-cancer-lesion-detection-on-prostate-cancer-pet-ct-test.md?metric=AP%400.25>): Higher is better; unit: PERCENT.

- [AP@0.5](<https://www.sota2.com/research/sota/prostate-cancer-lesion-detection-on-prostate-cancer-pet-ct-test.md?metric=AP%400.5>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Mean TP | Result date | Report paper |
| --- | --- | --- | --- |
| Attention U-Net | 81 | Not recorded | 68fa76d11e209131cea6f406 |
| SegResNet | 81 | Not recorded | 68fa76d11e209131cea6f406 |
| SAM-Med3D | 78 | Not recorded | 68fa76d11e209131cea6f406 |
| SAM-Med3D | 78 | Not recorded | 68fa76d11e209131cea6f406 |
| Attention U-Net | 77 | Not recorded | 68fa76d11e209131cea6f406 |
| Attention U-Net | 77 | Not recorded | 68fa76d11e209131cea6f406 |
| SegResNet | 76 | Not recorded | 68fa76d11e209131cea6f406 |
| SAM-Med3D | 75 | Not recorded | 68fa76d11e209131cea6f406 |
| SAM-Med3D | 74 | Not recorded | 68fa76d11e209131cea6f406 |
| SegResNet | 73 | Not recorded | 68fa76d11e209131cea6f406 |
| SAM-Med3D | 73 | Not recorded | 68fa76d11e209131cea6f406 |
| U-Net | 71 | Not recorded | 68fa76d11e209131cea6f406 |
| U-Net | 71 | Not recorded | 68fa76d11e209131cea6f406 |
| U-Net | 69 | Not recorded | 68fa76d11e209131cea6f406 |
| UNETR | 64 | Not recorded | 68fa76d11e209131cea6f406 |
| UNETR | 64 | Not recorded | 68fa76d11e209131cea6f406 |
| UNETR | 61 | Not recorded | 68fa76d11e209131cea6f406 |

### Attention U-Net

Mean TP: 81. Result ID: 69b8f52a47f34ce924a0c89c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76d11e209131cea6f406.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76d11e209131cea6f406.md>)

Recorded evaluation configuration: {"Loss Function":"DL"}. This record does not assert independent reproduction.

### SegResNet

Mean TP: 81. Result ID: 69b8f52a47f34ce924a0c8a0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76d11e209131cea6f406.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76d11e209131cea6f406.md>)

Recorded evaluation configuration: {"Loss Function":"DFL"}. This record does not assert independent reproduction.

### SAM-Med3D

Mean TP: 78. Result ID: 69b8f52a47f34ce924a0c8a8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76d11e209131cea6f406.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76d11e209131cea6f406.md>)

Recorded evaluation configuration: {"Loss Function":"Zero-shot"}. This record does not assert independent reproduction.

### SAM-Med3D

Mean TP: 78. Result ID: 69b8f52a47f34ce924a0c8ac.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76d11e209131cea6f406.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76d11e209131cea6f406.md>)

Recorded evaluation configuration: {"Loss Function":"L1DFL"}. This record does not assert independent reproduction.

### Attention U-Net

Mean TP: 77. Result ID: 69b8f52a47f34ce924a0c89d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76d11e209131cea6f406.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76d11e209131cea6f406.md>)

Recorded evaluation configuration: {"Loss Function":"DFL"}. This record does not assert independent reproduction.

### Attention U-Net

Mean TP: 77. Result ID: 69b8f52a47f34ce924a0c89e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76d11e209131cea6f406.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76d11e209131cea6f406.md>)

Recorded evaluation configuration: {"Loss Function":"L1DFL"}. This record does not assert independent reproduction.

### SegResNet

Mean TP: 76. Result ID: 69b8f52a47f34ce924a0c8a1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76d11e209131cea6f406.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76d11e209131cea6f406.md>)

Recorded evaluation configuration: {"Loss Function":"L1DFL"}. This record does not assert independent reproduction.

### SAM-Med3D

Mean TP: 75. Result ID: 69b8f52a47f34ce924a0c8aa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76d11e209131cea6f406.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76d11e209131cea6f406.md>)

Recorded evaluation configuration: {"Loss Function":"DL"}. This record does not assert independent reproduction.

### SAM-Med3D

Mean TP: 74. Result ID: 69b8f52a47f34ce924a0c8a9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76d11e209131cea6f406.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76d11e209131cea6f406.md>)

Recorded evaluation configuration: {"Loss Function":"Finetuned (DCE)"}. This record does not assert independent reproduction.

### SegResNet

Mean TP: 73. Result ID: 69b8f52a47f34ce924a0c89f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76d11e209131cea6f406.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76d11e209131cea6f406.md>)

Recorded evaluation configuration: {"Loss Function":"DL"}. This record does not assert independent reproduction.

### SAM-Med3D

Mean TP: 73. Result ID: 69b8f52a47f34ce924a0c8ab.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76d11e209131cea6f406.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76d11e209131cea6f406.md>)

Recorded evaluation configuration: {"Loss Function":"DFL"}. This record does not assert independent reproduction.

### U-Net

Mean TP: 71. Result ID: 69b8f52a47f34ce924a0c8a3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76d11e209131cea6f406.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76d11e209131cea6f406.md>)

Recorded evaluation configuration: {"Loss Function":"DFL"}. This record does not assert independent reproduction.

### U-Net

Mean TP: 71. Result ID: 69b8f52a47f34ce924a0c8a4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76d11e209131cea6f406.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76d11e209131cea6f406.md>)

Recorded evaluation configuration: {"Loss Function":"L1DFL"}. This record does not assert independent reproduction.

### U-Net

Mean TP: 69. Result ID: 69b8f52a47f34ce924a0c8a2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76d11e209131cea6f406.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76d11e209131cea6f406.md>)

Recorded evaluation configuration: {"Loss Function":"DL"}. This record does not assert independent reproduction.

### UNETR

Mean TP: 64. Result ID: 69b8f52a47f34ce924a0c8a5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76d11e209131cea6f406.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76d11e209131cea6f406.md>)

Recorded evaluation configuration: {"Loss Function":"DL"}. This record does not assert independent reproduction.

### UNETR

Mean TP: 64. Result ID: 69b8f52a47f34ce924a0c8a6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76d11e209131cea6f406.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76d11e209131cea6f406.md>)

Recorded evaluation configuration: {"Loss Function":"DFL"}. This record does not assert independent reproduction.

### UNETR

Mean TP: 61. Result ID: 69b8f52a47f34ce924a0c8a7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76d11e209131cea6f406.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76d11e209131cea6f406.md>)

Recorded evaluation configuration: {"Loss Function":"L1DFL"}. This record does not assert independent reproduction.

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