# Histopathology Image Classification on PanNuke

Source: [Histopathology Image Classification on PanNuke](<https://www.sota2.com/research/sota/histopathology-image-classification-on-pannuke>)

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

Data updated: 2026-02-27T14:19:32.586Z

Evaluation of general Histopathology Image Classification performance on the PanNuke dataset, reporting Accuracy (ACC) and Expected Calibration Error (ECE).

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 | Histopathology Image Classification |
| Dataset (including any stated split) | PanNuke |
| Metric | Accuracy |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/histopathology-image-classification-on-pannuke.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [ECE](<https://www.sota2.com/research/sota/histopathology-image-classification-on-pannuke.md?metric=ECE>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| ZS-Norm | 71.52 | Not recorded | 699d30716017c4460ffab2ff |
| Penalty | 70.49 | Not recorded | 699d30716017c4460ffab2ff |
| Cross Entropy Loss | 69.82 | Not recorded | 699d30716017c4460ffab2ff |
| ZS-Norm | 69.55 | Not recorded | 699d30716017c4460ffab2ff |
| TCPT | 68.31 | Not recorded | 699d30716017c4460ffab2ff |
| Cross Entropy Loss | 66.7 | Not recorded | 699d30716017c4460ffab2ff |
| MbLS | 66.7 | Not recorded | 699d30716017c4460ffab2ff |
| TCPT | 65.72 | Not recorded | 699d30716017c4460ffab2ff |
| MbLS | 65.54 | Not recorded | 699d30716017c4460ffab2ff |
| Penalty | 59.88 | Not recorded | 699d30716017c4460ffab2ff |

### ZS-Norm

Accuracy: 71.52. Result ID: 69a1a7d535dfcabb00e7fffb.

[Reporting paper](<https://www.sota2.com/research/paper/699d30716017c4460ffab2ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74301e209131cea60514.md>)

Recorded evaluation configuration: {"Model":"PLIP"}. This record does not assert independent reproduction.

### Penalty

Accuracy: 70.49. Result ID: 69a1a7d535dfcabb00e7fffc.

[Reporting paper](<https://www.sota2.com/research/paper/699d30716017c4460ffab2ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74301e209131cea60514.md>)

Recorded evaluation configuration: {"Model":"PLIP"}. This record does not assert independent reproduction.

### Cross Entropy Loss

Accuracy: 69.82. Result ID: 69a1a7d535dfcabb00e7fffe.

[Reporting paper](<https://www.sota2.com/research/paper/699d30716017c4460ffab2ff.md>)

Recorded evaluation configuration: {"Model":"QuiltNet"}. This record does not assert independent reproduction.

### ZS-Norm

Accuracy: 69.55. Result ID: 69a1a7d535dfcabb00e80000.

[Reporting paper](<https://www.sota2.com/research/paper/699d30716017c4460ffab2ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74301e209131cea60514.md>)

Recorded evaluation configuration: {"Model":"QuiltNet"}. This record does not assert independent reproduction.

### TCPT

Accuracy: 68.31. Result ID: 69a1a7d535dfcabb00e80002.

[Reporting paper](<https://www.sota2.com/research/paper/699d30716017c4460ffab2ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30716017c4460ffab2ff.md>)

Recorded evaluation configuration: {"Model":"QuiltNet"}. This record does not assert independent reproduction.

### Cross Entropy Loss

Accuracy: 66.7. Result ID: 69a1a7d535dfcabb00e7fff9.

[Reporting paper](<https://www.sota2.com/research/paper/699d30716017c4460ffab2ff.md>)

Recorded evaluation configuration: {"Model":"PLIP"}. This record does not assert independent reproduction.

### MbLS

Accuracy: 66.7. Result ID: 69a1a7d535dfcabb00e7fffa.

[Reporting paper](<https://www.sota2.com/research/paper/699d30716017c4460ffab2ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ff81e209131cea483d7.md>)

[Implementation](<https://github.com/by-liu/MbLS>)

Recorded evaluation configuration: {"Model":"PLIP"}. This record does not assert independent reproduction.

### TCPT

Accuracy: 65.72. Result ID: 69a1a7d535dfcabb00e7fffd.

[Reporting paper](<https://www.sota2.com/research/paper/699d30716017c4460ffab2ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30716017c4460ffab2ff.md>)

Recorded evaluation configuration: {"Model":"PLIP"}. This record does not assert independent reproduction.

### MbLS

Accuracy: 65.54. Result ID: 69a1a7d535dfcabb00e7ffff.

[Reporting paper](<https://www.sota2.com/research/paper/699d30716017c4460ffab2ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ff81e209131cea483d7.md>)

[Implementation](<https://github.com/by-liu/MbLS>)

Recorded evaluation configuration: {"Model":"QuiltNet"}. This record does not assert independent reproduction.

### Penalty

Accuracy: 59.88. Result ID: 69a1a7d535dfcabb00e80001.

[Reporting paper](<https://www.sota2.com/research/paper/699d30716017c4460ffab2ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74301e209131cea60514.md>)

Recorded evaluation configuration: {"Model":"QuiltNet"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.