# Image Classification on NCT-CRC-HE-100K Original (test)

Source: [Image Classification on NCT-CRC-HE-100K Original (test)](<https://www.sota2.com/research/sota/image-classification-on-nct-crc-he-100k-original-test>)

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

Data updated: 2026-02-26T05:32:43.683Z

Evaluation of Image Classification performance on the test split of the NCT-CRC-HE-100K Original 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 | Image Classification |
| Dataset (including any stated split) | NCT-CRC-HE-100K Original (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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/image-classification-on-nct-crc-he-100k-original-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| GMR-R18 | 95.6 | Not recorded | 69687495e25ad2fa9d1ec57e |
| E(2)-WRN16 | 93.8 | Not recorded | 69687495e25ad2fa9d1ec57e |
| R18 | 93.7 | Not recorded | 69687495e25ad2fa9d1ec57e |
| ViT | 88.2 | Not recorded | 69687495e25ad2fa9d1ec57e |
| Equi-ViT | 87 | Not recorded | 69687495e25ad2fa9d1ec57e |
| E(2) ViT | 85.5 | Not recorded | 69687495e25ad2fa9d1ec57e |
| Conv ViT | 84.8 | Not recorded | 69687495e25ad2fa9d1ec57e |

### GMR-R18

Accuracy: 95.6. Result ID: 699a22d35698665ec4a7dc4b.

[Reporting paper](<https://www.sota2.com/research/paper/69687495e25ad2fa9d1ec57e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77c01e209131cea7516f.md>)

Recorded evaluation configuration: {"Arch.":"CNN","#Param.":"3.9M","Memo.":"6.2G"}. This record does not assert independent reproduction.

### E(2)-WRN16

Accuracy: 93.8. Result ID: 699a22d35698665ec4a7dc4a.

[Reporting paper](<https://www.sota2.com/research/paper/69687495e25ad2fa9d1ec57e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ac1e209131cea23410.md>)

[Implementation](<https://github.com/QUVA-Lab/e2cnn>)

Recorded evaluation configuration: {"Arch.":"CNN","#Param.":"10.8M","Memo.":"20.9G"}. This record does not assert independent reproduction.

### R18

Accuracy: 93.7. Result ID: 699a22d35698665ec4a7dc49.

[Reporting paper](<https://www.sota2.com/research/paper/69687495e25ad2fa9d1ec57e.md>)

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

Recorded evaluation configuration: {"Arch.":"CNN","#Param.":"11.2M","Memo.":"3.4G"}. This record does not assert independent reproduction.

### ViT

Accuracy: 88.2. Result ID: 699a22d35698665ec4a7dc4c.

[Reporting paper](<https://www.sota2.com/research/paper/69687495e25ad2fa9d1ec57e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0b1e209131cea25b04.md>)

[Implementation](<https://github.com/google-research/vision_transformer>)

Recorded evaluation configuration: {"Arch.":"ViT","#Param.":"85M","Memo.":"10.8G"}. This record does not assert independent reproduction.

### Equi-ViT

Accuracy: 87. Result ID: 699a22d35698665ec4a7dc4f.

[Reporting paper](<https://www.sota2.com/research/paper/69687495e25ad2fa9d1ec57e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69687495e25ad2fa9d1ec57e.md>)

Recorded evaluation configuration: {"Arch.":"ViT","#Param.":"86M","Memo.":"10.9G"}. This record does not assert independent reproduction.

### E(2) ViT

Accuracy: 85.5. Result ID: 699a22d35698665ec4a7dc4e.

[Reporting paper](<https://www.sota2.com/research/paper/69687495e25ad2fa9d1ec57e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ac1e209131cea23410.md>)

[Implementation](<https://github.com/QUVA-Lab/e2cnn>)

Recorded evaluation configuration: {"Arch.":"ViT","#Param.":"94M","Memo.":"28.4G"}. This record does not assert independent reproduction.

### Conv ViT

Accuracy: 84.8. Result ID: 699a22d35698665ec4a7dc4d.

[Reporting paper](<https://www.sota2.com/research/paper/69687495e25ad2fa9d1ec57e.md>)

Recorded evaluation configuration: {"Arch.":"ViT","#Param.":"87M","Memo.":"11.0G"}. This record does not assert independent reproduction.

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