# Image Classification on ALL (Hold-Out)

Source: [Image Classification on ALL (Hold-Out)](<https://www.sota2.com/research/sota/image-classification-on-all-hold-out>)

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

Data updated: 2026-07-08T07:33:18.616Z

Evaluation of Image Classification performance on the dataset specified as 'ALL (Hold-Out)', 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) | ALL (Hold-Out) |
| Metric | AUC |
| 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

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

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

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

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| MSA-DCNN | 93 | Not recorded | 6a4dd98d4da6617fe9198b18 |
| Inception-v3 | 91 | Not recorded | 6a4dd98d4da6617fe9198b18 |
| DGConv | 91 | Not recorded | 6a4dd98d4da6617fe9198b18 |
| DINOv2-S | 90 | Not recorded | 6a4dd98d4da6617fe9198b18 |
| EfficientNet-B3 | 89 | Not recorded | 6a4dd98d4da6617fe9198b18 |
| TS-MS | 89 | Not recorded | 6a4dd98d4da6617fe9198b18 |
| DeiT-S | 88 | Not recorded | 6a4dd98d4da6617fe9198b18 |

### MSA-DCNN

AUC: 93. Result ID: 6a4dfd2e60b88bb339d73630.

[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":"3.80","Params":"5.25"}. This record does not assert independent reproduction.

### Inception-v3

AUC: 91. Result ID: 6a4dfd2e60b88bb339d7362a.

[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":"7.57","Params":"23.9"}. This record does not assert independent reproduction.

### DGConv

AUC: 91. Result ID: 6a4dfd2e60b88bb339d7362f.

[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":"4.54","Params":"7.98"}. This record does not assert independent reproduction.

### DINOv2-S

AUC: 90. Result ID: 6a4dfd2e60b88bb339d7362d.

[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":"13.97","Params":"21.3"}. This record does not assert independent reproduction.

### EfficientNet-B3

AUC: 89. Result ID: 6a4dfd2e60b88bb339d7362b.

[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":"3.12","Params":"12.0"}. This record does not assert independent reproduction.

### TS-MS

AUC: 89. Result ID: 6a4dfd2e60b88bb339d7362e.

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

Recorded evaluation configuration: {"FLOPs":"4.60","Params":"8.4"}. This record does not assert independent reproduction.

### DeiT-S

AUC: 88. Result ID: 6a4dfd2e60b88bb339d7362c.

[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":"6.24","Params":"22.1"}. This record does not assert independent reproduction.

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