# Histopathology Image Classification on DigestPath

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

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

Data updated: 2026-02-27T14:19:32.608Z

Evaluation of Histopathology Image Classification performance on the DigestPath 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) | DigestPath |
| 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-digestpath.md?metric=Accuracy>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| TCPT | 84.84 | Not recorded | 699d30716017c4460ffab2ff |
| ZS-Norm | 84.78 | Not recorded | 699d30716017c4460ffab2ff |
| TCPT | 83.46 | Not recorded | 699d30716017c4460ffab2ff |
| Cross Entropy Loss | 82.87 | Not recorded | 699d30716017c4460ffab2ff |
| ZS-Norm | 82.84 | Not recorded | 699d30716017c4460ffab2ff |
| MbLS | 82.76 | Not recorded | 699d30716017c4460ffab2ff |
| MbLS | 82.58 | Not recorded | 699d30716017c4460ffab2ff |
| Cross Entropy Loss | 81.59 | Not recorded | 699d30716017c4460ffab2ff |
| Penalty | 79.23 | Not recorded | 699d30716017c4460ffab2ff |
| Penalty | 69.61 | Not recorded | 699d30716017c4460ffab2ff |

### TCPT

Accuracy: 84.84. Result ID: 69a1a7d535dfcabb00e80007.

[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.

### ZS-Norm

Accuracy: 84.78. Result ID: 69a1a7d535dfcabb00e8000a.

[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: 83.46. Result ID: 69a1a7d535dfcabb00e8000c.

[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: 82.87. Result ID: 69a1a7d535dfcabb00e80003.

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

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

### ZS-Norm

Accuracy: 82.84. Result ID: 69a1a7d535dfcabb00e80005.

[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.

### MbLS

Accuracy: 82.76. Result ID: 69a1a7d535dfcabb00e80004.

[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.

### MbLS

Accuracy: 82.58. Result ID: 69a1a7d535dfcabb00e80009.

[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.

### Cross Entropy Loss

Accuracy: 81.59. Result ID: 69a1a7d535dfcabb00e80008.

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

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

### Penalty

Accuracy: 79.23. Result ID: 69a1a7d535dfcabb00e8000b.

[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.

### Penalty

Accuracy: 69.61. Result ID: 69a1a7d535dfcabb00e80006.

[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.

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