# Attention Heatmap Prediction on TCGA-PRAD (Prostate Cancer) H&E WSIs (test)

Source: [Attention Heatmap Prediction on TCGA-PRAD (Prostate Cancer) H&E WSIs (test)](<https://www.sota2.com/research/sota/attention-heatmap-prediction-on-tcga-prad-prostate-cancer-h-and-e-wsis-test>)

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

Data updated: 2026-02-26T05:38:05.292Z

Evaluation of model attention map quality on Whole Slide Images (WSIs) from the TCGA Prostate Cancer (PRAD) cohort (test split), using metrics like CC Attn, NSS Attn, and KLD Attn.

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 | Attention Heatmap Prediction |
| Dataset (including any stated split) | TCGA-PRAD (Prostate Cancer) H&E WSIs (test) |
| Metric | CC Attn |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 28 of 28 |
| 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

- [CC Attn](<https://www.sota2.com/research/sota/attention-heatmap-prediction-on-tcga-prad-prostate-cancer-h-and-e-wsis-test.md?metric=CC%20Attn>): Higher is better; unit: SCALAR.

- [NSS Attn](<https://www.sota2.com/research/sota/attention-heatmap-prediction-on-tcga-prad-prostate-cancer-h-and-e-wsis-test.md?metric=NSS%20Attn>): Higher is better; unit: SCALAR.

- [KLD Attn](<https://www.sota2.com/research/sota/attention-heatmap-prediction-on-tcga-prad-prostate-cancer-h-and-e-wsis-test.md?metric=KLD%20Attn>): Lower is better; unit: SCALAR.

## Recorded results

| Method | CC Attn | Result date | Report paper |
| --- | --- | --- | --- |
| ProstAttFormer (w/ DINO) | 0.739 | Not recorded | 68fa72b31e209131cea57fde |
| ProstAttFormer | 0.739 | Not recorded | 68fa72b31e209131cea57fde |
| ProstAttFormer (w/ DINO-v2) | 0.738 | Not recorded | 68fa72b31e209131cea57fde |
| ProstAttFormer | 0.738 | Not recorded | 68fa72b31e209131cea57fde |
| Frozen ResNet50+Dec. | 0.682 | Not recorded | 68fa72b31e209131cea57fde |
| Frozen ResNet50+Dec. | 0.682 | Not recorded | 68fa72b31e209131cea57fde |
| ProstAttFormer (w/ DINO) | 0.668 | Not recorded | 68fa72b31e209131cea57fde |
| ProstAttFormer (w/ DINO) | 0.668 | Not recorded | 68fa72b31e209131cea57fde |
| ProstAttFormer (w/ DINO-v2) | 0.666 | Not recorded | 68fa72b31e209131cea57fde |
| ProstAttFormer (w/ DINO-v2) | 0.666 | Not recorded | 68fa72b31e209131cea57fde |
| Frozen DINO+Dec. | 0.659 | Not recorded | 68fa72b31e209131cea57fde |
| Frozen DINO+Dec. | 0.659 | Not recorded | 68fa72b31e209131cea57fde |
| Frozen ResNet50+Dec. | 0.636 | Not recorded | 68fa72b31e209131cea57fde |
| Frozen ResNet50+Dec. | 0.636 | Not recorded | 68fa72b31e209131cea57fde |
| Frozen DINO+Dec. | 0.595 | Not recorded | 68fa72b31e209131cea57fde |
| Frozen DINO+Dec. | 0.595 | Not recorded | 68fa72b31e209131cea57fde |
| ProstAttFormer (w/ DINO) | 0.56 | Not recorded | 68fa72b31e209131cea57fde |
| ProstAttFormer (w/ DINO-v2) | 0.551 | Not recorded | 68fa72b31e209131cea57fde |
| Frozen ResNet50+Dec. | 0.498 | Not recorded | 68fa72b31e209131cea57fde |
| Frozen DINO+Dec. | 0.486 | Not recorded | 68fa72b31e209131cea57fde |
| ProstAttFormer (w/ DINO-v2) | 0.419 | Not recorded | 68fa72b31e209131cea57fde |
| ProstAttFormer (w/ DINO) | 0.417 | Not recorded | 68fa72b31e209131cea57fde |
| Frozen ResNet50+Dec. | 0.372 | Not recorded | 68fa72b31e209131cea57fde |
| Frozen DINO+Dec. | 0.365 | Not recorded | 68fa72b31e209131cea57fde |
| PathAttFormer | 0.294 | Not recorded | 68fa72b31e209131cea57fde |
| PathAttFormer | 0.294 | Not recorded | 68fa72b31e209131cea57fde |
| ProstAttNet | 0.262 | Not recorded | 68fa72b31e209131cea57fde |
| ProstAttNet | 0.262 | Not recorded | 68fa72b31e209131cea57fde |

### ProstAttFormer (w/ DINO)

CC Attn: 0.739. Result ID: 699252313a6c3148490e29bc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b31e209131cea57fde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72b31e209131cea57fde.md>)

Recorded evaluation configuration: {"Backbone":"DINO","Magnification":"10x"}. This record does not assert independent reproduction.

### ProstAttFormer

CC Attn: 0.739. Result ID: 699252313a6c3148490e29c6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b31e209131cea57fde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72b31e209131cea57fde.md>)

Recorded evaluation configuration: {"Backbone":"DINO"}. This record does not assert independent reproduction.

### ProstAttFormer (w/ DINO-v2)

CC Attn: 0.738. Result ID: 699252313a6c3148490e29bd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b31e209131cea57fde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72b31e209131cea57fde.md>)

Recorded evaluation configuration: {"Backbone":"DINO-v2","Magnification":"10x"}. This record does not assert independent reproduction.

### ProstAttFormer

CC Attn: 0.738. Result ID: 699252313a6c3148490e29c7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b31e209131cea57fde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72b31e209131cea57fde.md>)

Recorded evaluation configuration: {"Backbone":"DINO-v2"}. This record does not assert independent reproduction.

### Frozen ResNet50+Dec.

CC Attn: 0.682. Result ID: 699252313a6c3148490e29b8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b31e209131cea57fde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62321e209131ce9f8328.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50","Status":"Frozen","Magnification":"10x"}. This record does not assert independent reproduction.

### Frozen ResNet50+Dec.

CC Attn: 0.682. Result ID: 699252313a6c3148490e29c2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b31e209131cea57fde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62321e209131ce9f8328.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50","Protocol":"Frozen"}. This record does not assert independent reproduction.

### ProstAttFormer (w/ DINO)

CC Attn: 0.668. Result ID: 699252313a6c3148490e29b6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b31e209131cea57fde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72b31e209131cea57fde.md>)

Recorded evaluation configuration: {"Backbone":"DINO","Magnification":"4x"}. This record does not assert independent reproduction.

### ProstAttFormer (w/ DINO)

CC Attn: 0.668. Result ID: 699252313a6c3148490e29ca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b31e209131cea57fde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72b31e209131cea57fde.md>)

Recorded evaluation configuration: {"Backbone":"DINO","Magnification":"4x"}. This record does not assert independent reproduction.

### ProstAttFormer (w/ DINO-v2)

CC Attn: 0.666. Result ID: 699252313a6c3148490e29b7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b31e209131cea57fde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72b31e209131cea57fde.md>)

Recorded evaluation configuration: {"Backbone":"DINO-v2","Magnification":"4x"}. This record does not assert independent reproduction.

### ProstAttFormer (w/ DINO-v2)

CC Attn: 0.666. Result ID: 699252313a6c3148490e29cb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b31e209131cea57fde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72b31e209131cea57fde.md>)

Recorded evaluation configuration: {"Backbone":"DINO-v2","Magnification":"4x"}. This record does not assert independent reproduction.

### Frozen DINO+Dec.

CC Attn: 0.659. Result ID: 699252313a6c3148490e29b9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b31e209131cea57fde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a071e209131cea2594c.md>)

[Implementation](<https://github.com/facebookresearch/dino>)

Recorded evaluation configuration: {"Backbone":"DINO","Status":"Frozen","Magnification":"10x"}. This record does not assert independent reproduction.

### Frozen DINO+Dec.

CC Attn: 0.659. Result ID: 699252313a6c3148490e29c3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b31e209131cea57fde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a071e209131cea2594c.md>)

[Implementation](<https://github.com/facebookresearch/dino>)

Recorded evaluation configuration: {"Backbone":"DINO","Protocol":"Frozen"}. This record does not assert independent reproduction.

### Frozen ResNet50+Dec.

CC Attn: 0.636. Result ID: 699252313a6c3148490e29b4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b31e209131cea57fde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62321e209131ce9f8328.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50","Status":"Frozen","Magnification":"4x"}. This record does not assert independent reproduction.

### Frozen ResNet50+Dec.

CC Attn: 0.636. Result ID: 699252313a6c3148490e29c8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b31e209131cea57fde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62321e209131ce9f8328.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50","Status":"Frozen","Magnification":"4x"}. This record does not assert independent reproduction.

### Frozen DINO+Dec.

CC Attn: 0.595. Result ID: 699252313a6c3148490e29b5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b31e209131cea57fde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a071e209131cea2594c.md>)

[Implementation](<https://github.com/facebookresearch/dino>)

Recorded evaluation configuration: {"Backbone":"DINO","Status":"Frozen","Magnification":"4x"}. This record does not assert independent reproduction.

### Frozen DINO+Dec.

CC Attn: 0.595. Result ID: 699252313a6c3148490e29c9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b31e209131cea57fde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a071e209131cea2594c.md>)

[Implementation](<https://github.com/facebookresearch/dino>)

Recorded evaluation configuration: {"Backbone":"DINO","Status":"Frozen","Magnification":"4x"}. This record does not assert independent reproduction.

### ProstAttFormer (w/ DINO)

CC Attn: 0.56. Result ID: 699252313a6c3148490e29b2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b31e209131cea57fde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72b31e209131cea57fde.md>)

Recorded evaluation configuration: {"Backbone":"DINO","Magnification":"2x"}. This record does not assert independent reproduction.

### ProstAttFormer (w/ DINO-v2)

CC Attn: 0.551. Result ID: 699252313a6c3148490e29b3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b31e209131cea57fde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72b31e209131cea57fde.md>)

Recorded evaluation configuration: {"Backbone":"DINO-v2","Magnification":"2x"}. This record does not assert independent reproduction.

### Frozen ResNet50+Dec.

CC Attn: 0.498. Result ID: 699252313a6c3148490e29b0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b31e209131cea57fde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62321e209131ce9f8328.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50","Status":"Frozen","Magnification":"2x"}. This record does not assert independent reproduction.

### Frozen DINO+Dec.

CC Attn: 0.486. Result ID: 699252313a6c3148490e29b1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b31e209131cea57fde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a071e209131cea2594c.md>)

[Implementation](<https://github.com/facebookresearch/dino>)

Recorded evaluation configuration: {"Backbone":"DINO","Status":"Frozen","Magnification":"2x"}. This record does not assert independent reproduction.

### ProstAttFormer (w/ DINO-v2)

CC Attn: 0.419. Result ID: 699252313a6c3148490e29c1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b31e209131cea57fde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72b31e209131cea57fde.md>)

Recorded evaluation configuration: {"Backbone":"DINO-v2","Magnification":"20x"}. This record does not assert independent reproduction.

### ProstAttFormer (w/ DINO)

CC Attn: 0.417. Result ID: 699252313a6c3148490e29c0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b31e209131cea57fde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72b31e209131cea57fde.md>)

Recorded evaluation configuration: {"Backbone":"DINO","Magnification":"20x"}. This record does not assert independent reproduction.

### Frozen ResNet50+Dec.

CC Attn: 0.372. Result ID: 699252313a6c3148490e29be.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b31e209131cea57fde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62321e209131ce9f8328.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50","Status":"Frozen","Magnification":"20x"}. This record does not assert independent reproduction.

### Frozen DINO+Dec.

CC Attn: 0.365. Result ID: 699252313a6c3148490e29bf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b31e209131cea57fde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a071e209131cea2594c.md>)

[Implementation](<https://github.com/facebookresearch/dino>)

Recorded evaluation configuration: {"Backbone":"DINO","Status":"Frozen","Magnification":"20x"}. This record does not assert independent reproduction.

### PathAttFormer

CC Attn: 0.294. Result ID: 699252313a6c3148490e29bb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b31e209131cea57fde.md>)

Recorded evaluation configuration: {"Magnification":"10x"}. This record does not assert independent reproduction.

### PathAttFormer

CC Attn: 0.294. Result ID: 699252313a6c3148490e29c5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b31e209131cea57fde.md>)

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

### ProstAttNet

CC Attn: 0.262. Result ID: 699252313a6c3148490e29ba.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b31e209131cea57fde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c7d1e209131cea3443c.md>)

Recorded evaluation configuration: {"Magnification":"10x"}. This record does not assert independent reproduction.

### ProstAttNet

CC Attn: 0.262. Result ID: 699252313a6c3148490e29c4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72b31e209131cea57fde.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c7d1e209131cea3443c.md>)

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

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