# Image Classification on Medical Imaging Dataset

Source: [Image Classification on Medical Imaging Dataset](<https://www.sota2.com/research/sota/image-classification-on-medical-imaging-dataset>)

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

Data updated: 2026-02-26T05:31:31.838Z

Evaluation of Image Classification performance on the Medical Imaging Dataset, utilizing standard metrics including Accuracy, AUC, F1 score, Sensitivity, and Specificity.

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) | Medical Imaging Dataset |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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-medical-imaging-dataset.md?metric=Accuracy>): Higher is better; unit: PERCENT.

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

- [F1 Score](<https://www.sota2.com/research/sota/image-classification-on-medical-imaging-dataset.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

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

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

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

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

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| DG-Quantum | 96.67 | Not recorded | 697846fca2b28e761d87c88d |
| ResNet18 | 93.33 | Not recorded | 697846fca2b28e761d87c88d |
| MobileNetV2 | 87.5 | Not recorded | 697846fca2b28e761d87c88d |
| EfficientNet-B0 | 87.5 | Not recorded | 697846fca2b28e761d87c88d |
| SimpleCNN | 56.67 | Not recorded | 697846fca2b28e761d87c88d |

### DG-Quantum

Accuracy: 96.67. Result ID: 699790225698665ec4e573df.

[Reporting paper](<https://www.sota2.com/research/paper/697846fca2b28e761d87c88d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/697846fca2b28e761d87c88d.md>)

Recorded evaluation configuration: {"parameter count":"3.5M"}. This record does not assert independent reproduction.

### ResNet18

Accuracy: 93.33. Result ID: 699790225698665ec4e573e0.

[Reporting paper](<https://www.sota2.com/research/paper/697846fca2b28e761d87c88d.md>)

Recorded evaluation configuration: {"parameter count":"11M"}. This record does not assert independent reproduction.

### MobileNetV2

Accuracy: 87.5. Result ID: 699790225698665ec4e573e1.

[Reporting paper](<https://www.sota2.com/research/paper/697846fca2b28e761d87c88d.md>)

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

### EfficientNet-B0

Accuracy: 87.5. Result ID: 699790225698665ec4e573e2.

[Reporting paper](<https://www.sota2.com/research/paper/697846fca2b28e761d87c88d.md>)

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

### SimpleCNN

Accuracy: 56.67. Result ID: 699790225698665ec4e573e3.

[Reporting paper](<https://www.sota2.com/research/paper/697846fca2b28e761d87c88d.md>)

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

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