# Image Classification on Oxford Flowers-102 (val)

Source: [Image Classification on Oxford Flowers-102 (val)](<https://www.sota2.com/research/sota/image-classification-on-oxford-flowers-102-val>)

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

Data updated: 2026-02-26T06:06:58.507Z

Evaluation of Image Classification performance on the validation split of the Oxford Flowers-102 dataset, reporting Top-1 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) | Oxford Flowers-102 (val) |
| Metric | Top-1 Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [Top-1 Accuracy](<https://www.sota2.com/research/sota/image-classification-on-oxford-flowers-102-val.md?metric=Top-1%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Top-1 Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| DeiT III-L | 98.9 | Not recorded | 68fa6c591e209131cea3378d |
| DeiT III-B | 98.6 | Not recorded | 68fa6c591e209131cea3378d |
| DeiT-B | 98.4 | Not recorded | 68fa6c591e209131cea3378d |
| Grafit ResNet-50 \[52\] | 98.2 | Not recorded | 68fa6c591e209131cea3378d |
| DeiT III-S | 96.4 | Not recorded | 68fa6c591e209131cea3378d |
| ViT-B/16 \[42\] | 96 | Not recorded | 68fa6c591e209131cea3378d |
| ViT-L/16 \[42\] | 91.4 | Not recorded | 68fa6c591e209131cea3378d |
| ViT-L/16 \[13\] | 89.7 | Not recorded | 68fa6c591e209131cea3378d |
| ViT-B/16 \[13\] | 89.5 | Not recorded | 68fa6c591e209131cea3378d |

### DeiT III-L

Top-1 Accuracy: 98.9. Result ID: 698f07893a6c314849f50a0d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c591e209131cea3378d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c591e209131cea3378d.md>)

Recorded evaluation configuration: {"Backbone":"ViT-L","Pre-training":"ImageNet-1k","Epochs":400,"Resolution":"224x224","Crop ratio":"1.0"}. This record does not assert independent reproduction.

### DeiT III-B

Top-1 Accuracy: 98.6. Result ID: 698f07893a6c314849f50a0c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c591e209131cea3378d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c591e209131cea3378d.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B","Pre-training":"ImageNet-1k","Epochs":400,"Resolution":"224x224","Crop ratio":"1.0"}. This record does not assert independent reproduction.

### DeiT-B

Top-1 Accuracy: 98.4. Result ID: 698f07893a6c314849f50a0a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c591e209131cea3378d.md>)

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

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

Recorded evaluation configuration: {"Pre-training":"ImageNet-1k","Crop ratio":"0.875"}. This record does not assert independent reproduction.

### Grafit ResNet-50 \[52\]

Top-1 Accuracy: 98.2. Result ID: 698f07893a6c314849f50a05.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c591e209131cea3378d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68d81e209131cea1e9a2.md>)

Recorded evaluation configuration: {"Pre-training":"ImageNet-1k","Crop ratio":"0.875"}. This record does not assert independent reproduction.

### DeiT III-S

Top-1 Accuracy: 96.4. Result ID: 698f07893a6c314849f50a0b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c591e209131cea3378d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c591e209131cea3378d.md>)

Recorded evaluation configuration: {"Backbone":"ViT-S","Pre-training":"ImageNet-1k","Epochs":400,"Resolution":"224x224","Crop ratio":"1.0"}. This record does not assert independent reproduction.

### ViT-B/16 \[42\]

Top-1 Accuracy: 96. Result ID: 698f07893a6c314849f50a08.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c591e209131cea3378d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cd51e209131cea36117.md>)

Recorded evaluation configuration: {"Pre-training":"ImageNet-1k","Crop ratio":"0.875"}. This record does not assert independent reproduction.

### ViT-L/16 \[42\]

Top-1 Accuracy: 91.4. Result ID: 698f07893a6c314849f50a09.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c591e209131cea3378d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cd51e209131cea36117.md>)

Recorded evaluation configuration: {"Pre-training":"ImageNet-1k","Crop ratio":"0.875"}. This record does not assert independent reproduction.

### ViT-L/16 \[13\]

Top-1 Accuracy: 89.7. Result ID: 698f07893a6c314849f50a07.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c591e209131cea3378d.md>)

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

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

Recorded evaluation configuration: {"Pre-training":"ImageNet-1k","Crop ratio":"0.875"}. This record does not assert independent reproduction.

### ViT-B/16 \[13\]

Top-1 Accuracy: 89.5. Result ID: 698f07893a6c314849f50a06.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c591e209131cea3378d.md>)

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

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

Recorded evaluation configuration: {"Pre-training":"ImageNet-1k","Crop ratio":"0.875"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
