# Histopathology Image Classification on NCT100K

Source: [Histopathology Image Classification on NCT100K](<https://www.sota2.com/research/sota/histopathology-image-classification-on-nct100k>)

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

Data updated: 2026-02-26T05:31:34.434Z

Evaluation of Histopathology Image Classification performance on the NCT100K dataset, reporting Accuracy.

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) | NCT100K |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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-nct100k.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| LATTE | 68.14 | Not recorded | 69705db0e25ad2fa9d1ed34f |
| LAME | 64.06 | Not recorded | 69705db0e25ad2fa9d1ed34f |
| CLIPArTT | 59.86 | Not recorded | 69705db0e25ad2fa9d1ed34f |
| Source | 55.98 | Not recorded | 69705db0e25ad2fa9d1ed34f |
| TPT | 52.83 | Not recorded | 69705db0e25ad2fa9d1ed34f |
| TENT | 41.42 | Not recorded | 69705db0e25ad2fa9d1ed34f |

### LATTE

Accuracy: 68.14. Result ID: 6997ae9e5698665ec404c69a.

[Reporting paper](<https://www.sota2.com/research/paper/69705db0e25ad2fa9d1ed34f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69705db0e25ad2fa9d1ed34f.md>)

Recorded evaluation configuration: {"Base VLM":"Quilt"}. This record does not assert independent reproduction.

### LAME

Accuracy: 64.06. Result ID: 6997ae9e5698665ec404c697.

[Reporting paper](<https://www.sota2.com/research/paper/69705db0e25ad2fa9d1ed34f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c341e209131cea32ca1.md>)

[Implementation](<https://github.com/fiveai/LAME>)

Recorded evaluation configuration: {"Base VLM":"Quilt"}. This record does not assert independent reproduction.

### CLIPArTT

Accuracy: 59.86. Result ID: 6997ae9e5698665ec404c699.

[Reporting paper](<https://www.sota2.com/research/paper/69705db0e25ad2fa9d1ed34f.md>)

Recorded evaluation configuration: {"Base VLM":"Quilt"}. This record does not assert independent reproduction.

### Source

Accuracy: 55.98. Result ID: 6997ae9e5698665ec404c695.

[Reporting paper](<https://www.sota2.com/research/paper/69705db0e25ad2fa9d1ed34f.md>)

Recorded evaluation configuration: {"Base VLM":"Quilt"}. This record does not assert independent reproduction.

### TPT

Accuracy: 52.83. Result ID: 6997ae9e5698665ec404c698.

[Reporting paper](<https://www.sota2.com/research/paper/69705db0e25ad2fa9d1ed34f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d691e209131cea399f9.md>)

[Implementation](<https://tinyurl.com/yr3zmhma>)

Recorded evaluation configuration: {"Base VLM":"Quilt"}. This record does not assert independent reproduction.

### TENT

Accuracy: 41.42. Result ID: 6997ae9e5698665ec404c696.

[Reporting paper](<https://www.sota2.com/research/paper/69705db0e25ad2fa9d1ed34f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69941e209131cea22d2b.md>)

Recorded evaluation configuration: {"Base VLM":"Quilt"}. This record does not assert independent reproduction.

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