# Image Classification on PBC

Source: [Image Classification on PBC](<https://www.sota2.com/research/sota/image-classification-on-pbc>)

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

Data updated: 2026-07-08T07:33:18.560Z

Evaluation of general Image Classification performance on the PBC dataset, reporting AUC, Accuracy, and F1 scores.

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) | PBC |
| 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-pbc.md?metric=Accuracy>): Higher is better; unit: PERCENT.

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

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

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| MSA-DCNN | 94 | Not recorded | 6a4dd98d4da6617fe9198b18 |
| Inception-v3 | 92 | Not recorded | 6a4dd98d4da6617fe9198b18 |
| TS-MS | 92 | Not recorded | 6a4dd98d4da6617fe9198b18 |
| DGConv | 92 | Not recorded | 6a4dd98d4da6617fe9198b18 |
| DINOv2-S | 91 | Not recorded | 6a4dd98d4da6617fe9198b18 |
| EfficientNet-B3 | 90 | Not recorded | 6a4dd98d4da6617fe9198b18 |
| DeiT-S | 89 | Not recorded | 6a4dd98d4da6617fe9198b18 |

### MSA-DCNN

Accuracy: 94. Result ID: 6a4dfd2e60b88bb339d7361b.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd98d4da6617fe9198b18.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4dd98d4da6617fe9198b18.md>)

Recorded evaluation configuration: {"FLOPs":"1.99","Params":"5.25"}. This record does not assert independent reproduction.

### Inception-v3

Accuracy: 92. Result ID: 6a4dfd2e60b88bb339d73615.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd98d4da6617fe9198b18.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62331e209131ce9f8333.md>)

Recorded evaluation configuration: {"FLOPs":"5.74","Params":"23.9"}. This record does not assert independent reproduction.

### TS-MS

Accuracy: 92. Result ID: 6a4dfd2e60b88bb339d73619.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd98d4da6617fe9198b18.md>)

Recorded evaluation configuration: {"FLOPs":"3.10","Params":"8.4"}. This record does not assert independent reproduction.

### DGConv

Accuracy: 92. Result ID: 6a4dfd2e60b88bb339d7361a.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd98d4da6617fe9198b18.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68e21e209131cea1ef96.md>)

Recorded evaluation configuration: {"FLOPs":"3.42","Params":"7.98"}. This record does not assert independent reproduction.

### DINOv2-S

Accuracy: 91. Result ID: 6a4dfd2e60b88bb339d73618.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd98d4da6617fe9198b18.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72181e209131cea546c3.md>)

[Implementation](<https://github.com/facebookresearch/dinov2>)

Recorded evaluation configuration: {"FLOPs":"11.08","Params":"21.3"}. This record does not assert independent reproduction.

### EfficientNet-B3

Accuracy: 90. Result ID: 6a4dfd2e60b88bb339d73616.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd98d4da6617fe9198b18.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa684f1e209131cea1b521.md>)

[Implementation](<https://github.com/tensorflow/tpu/tree/master/models/official/efficientnet>)

Recorded evaluation configuration: {"FLOPs":"1.78","Params":"12.0"}. This record does not assert independent reproduction.

### DeiT-S

Accuracy: 89. Result ID: 6a4dfd2e60b88bb339d73617.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd98d4da6617fe9198b18.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69181e209131cea202b4.md>)

[Implementation](<https://github.com/facebookresearch/deit>)

Recorded evaluation configuration: {"FLOPs":"5.03","Params":"22.1"}. This record does not assert independent reproduction.

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