# Image Classification on Flowers-102 (accuracy)

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

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

Data updated: 2026-07-02T09:00:09.419Z

Evaluation of image classification performance on the Flowers-102 dataset, reporting standard 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 | Classification |
| Dataset (including any stated split) | Flowers-102 |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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-flowers-102-accuracy.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| HybridCBM | 99.23 | Not recorded | 6a45f06cdc71372d7795a025 |
| PS-CBM | 97.9 | Not recorded | 6a45f06cdc71372d7795a025 |
| VLG-CBM | 97.1 | Not recorded | 6a45f06cdc71372d7795a025 |
| LaBo | 96.6 | Not recorded | 6a45f06cdc71372d7795a025 |
| LF-CBM | 94.4 | Not recorded | 6a45f06cdc71372d7795a025 |
| CaBM | 86.57 | Not recorded | 6a45f06cdc71372d7795a025 |

### HybridCBM

Accuracy: 99.23. Result ID: 6a46289760b88bb339859a8d.

[Reporting paper](<https://www.sota2.com/research/paper/6a45f06cdc71372d7795a025.md>)

Recorded evaluation configuration: {"Bottleneck type":"CBMs with soft concepts","Backbone":"ViT"}. This record does not assert independent reproduction.

### PS-CBM

Accuracy: 97.9. Result ID: 6a46289760b88bb339859a8c.

[Reporting paper](<https://www.sota2.com/research/paper/6a45f06cdc71372d7795a025.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692d210bd6b0dd334293164b.md>)

Recorded evaluation configuration: {"Bottleneck type":"CBMs with soft concepts","Backbone":"CNN"}. This record does not assert independent reproduction.

### VLG-CBM

Accuracy: 97.1. Result ID: 6a46289760b88bb339859a8b.

[Reporting paper](<https://www.sota2.com/research/paper/6a45f06cdc71372d7795a025.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa769c1e209131cea6e1ca.md>)

Recorded evaluation configuration: {"Bottleneck type":"CBMs with soft concepts","Backbone":"CNN"}. This record does not assert independent reproduction.

### LaBo

Accuracy: 96.6. Result ID: 6a46289760b88bb339859a8a.

[Reporting paper](<https://www.sota2.com/research/paper/6a45f06cdc71372d7795a025.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f231e209131cea43f60.md>)

Recorded evaluation configuration: {"Bottleneck type":"CBMs with soft concepts","Backbone":"CNN"}. This record does not assert independent reproduction.

### LF-CBM

Accuracy: 94.4. Result ID: 6a46289760b88bb339859a89.

[Reporting paper](<https://www.sota2.com/research/paper/6a45f06cdc71372d7795a025.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fa01e209131cea46b96.md>)

Recorded evaluation configuration: {"Bottleneck type":"CBMs with soft concepts","Backbone":"CNN"}. This record does not assert independent reproduction.

### CaBM

Accuracy: 86.57. Result ID: 6a46289760b88bb339859a8e.

[Reporting paper](<https://www.sota2.com/research/paper/6a45f06cdc71372d7795a025.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a45f06cdc71372d7795a025.md>)

Recorded evaluation configuration: {"Bottleneck type":"Strictly text bottleneck","Protocol":"text-only classifier"}. This record does not assert independent reproduction.

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