# Image Classification on CIFAR100 (test) (Acc, CI, DBI)

Source: [Image Classification on CIFAR100 (test) (Acc, CI, DBI)](<https://www.sota2.com/research/sota/image-classification-on-cifar100-test-acc-ci-dbi>)

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

Data updated: 2026-06-05T08:01:59.650Z

Evaluation of Image Classification performance on the CIFAR-100 test set, reporting Accuracy (Acc), Clustering Index (CI), and Davies-Bouldin Index (DBI).

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) | CIFAR100 (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 14 of 14 |
| 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-cifar100-test-acc-ci-dbi.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Clustering Index](<https://www.sota2.com/research/sota/image-classification-on-cifar100-test-acc-ci-dbi.md?metric=Clustering%20Index>): Higher is better; unit: PERCENT.

- [Davies-Bouldin Index](<https://www.sota2.com/research/sota/image-classification-on-cifar100-test-acc-ci-dbi.md?metric=Davies-Bouldin%20Index>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| FoCA ViT | 86.65 | Not recorded | 6a22585f86173ad9c146894c |
| ViT CBM | 84.49 | Not recorded | 6a22585f86173ad9c146894c |
| FoCA CBM-N | 82.41 | Not recorded | 6a22585f86173ad9c146894c |
| FoCA CBM | 79.47 | Not recorded | 6a22585f86173ad9c146894c |
| SCBM | 79.13 | Not recorded | 6a22585f86173ad9c146894c |
| ProbCBM | 78.86 | Not recorded | 6a22585f86173ad9c146894c |
| CEM | 77.32 | Not recorded | 6a22585f86173ad9c146894c |
| Vanilla CBM | 76.63 | Not recorded | 6a22585f86173ad9c146894c |
| MLPCBM | 76.17 | Not recorded | 6a22585f86173ad9c146894c |
| LaBo | 65.23 | Not recorded | 6a22585f86173ad9c146894c |
| LFCBM | 65.13 | Not recorded | 6a22585f86173ad9c146894c |
| CF-CBM | 60.02 | Not recorded | 6a22585f86173ad9c146894c |
| HybridCBM | 59.52 | Not recorded | 6a22585f86173ad9c146894c |
| Posthoc CBM | 52 | Not recorded | 6a22585f86173ad9c146894c |

### FoCA ViT

Accuracy: 86.65. Result ID: 6a228277fbc373592c2058eb.

[Reporting paper](<https://www.sota2.com/research/paper/6a22585f86173ad9c146894c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a22585f86173ad9c146894c.md>)

Recorded evaluation configuration: {"Backbone":"ViT"}. This record does not assert independent reproduction.

### ViT CBM

Accuracy: 84.49. Result ID: 6a228277fbc373592c2058ec.

[Reporting paper](<https://www.sota2.com/research/paper/6a22585f86173ad9c146894c.md>)

Recorded evaluation configuration: {"Backbone":"ViT"}. This record does not assert independent reproduction.

### FoCA CBM-N

Accuracy: 82.41. Result ID: 6a228277fbc373592c2058e9.

[Reporting paper](<https://www.sota2.com/research/paper/6a22585f86173ad9c146894c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a22585f86173ad9c146894c.md>)

Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction.

### FoCA CBM

Accuracy: 79.47. Result ID: 6a228277fbc373592c2058ea.

[Reporting paper](<https://www.sota2.com/research/paper/6a22585f86173ad9c146894c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a22585f86173ad9c146894c.md>)

Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction.

### SCBM

Accuracy: 79.13. Result ID: 6a228277fbc373592c2058e5.

[Reporting paper](<https://www.sota2.com/research/paper/6a22585f86173ad9c146894c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75401e209131cea66d61.md>)

[Implementation](<https://github.com/mvandenhi/SCBM>)

Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction.

### ProbCBM

Accuracy: 78.86. Result ID: 6a228277fbc373592c2058e6.

[Reporting paper](<https://www.sota2.com/research/paper/6a22585f86173ad9c146894c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f911e209131cea464c2.md>)

Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction.

### CEM

Accuracy: 77.32. Result ID: 6a228277fbc373592c2058e3.

[Reporting paper](<https://www.sota2.com/research/paper/6a22585f86173ad9c146894c.md>)

Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction.

### Vanilla CBM

Accuracy: 76.63. Result ID: 6a228277fbc373592c2058df.

[Reporting paper](<https://www.sota2.com/research/paper/6a22585f86173ad9c146894c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68f91e209131cea1f6a0.md>)

Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction.

### MLPCBM

Accuracy: 76.17. Result ID: 6a228277fbc373592c2058e0.

[Reporting paper](<https://www.sota2.com/research/paper/6a22585f86173ad9c146894c.md>)

Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction.

### LaBo

Accuracy: 65.23. Result ID: 6a228277fbc373592c2058e4.

[Reporting paper](<https://www.sota2.com/research/paper/6a22585f86173ad9c146894c.md>)

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

Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction.

### LFCBM

Accuracy: 65.13. Result ID: 6a228277fbc373592c2058e2.

[Reporting paper](<https://www.sota2.com/research/paper/6a22585f86173ad9c146894c.md>)

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

Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction.

### CF-CBM

Accuracy: 60.02. Result ID: 6a228277fbc373592c2058e7.

[Reporting paper](<https://www.sota2.com/research/paper/6a22585f86173ad9c146894c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73d51e209131cea5e622.md>)

Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction.

### HybridCBM

Accuracy: 59.52. Result ID: 6a228277fbc373592c2058e8.

[Reporting paper](<https://www.sota2.com/research/paper/6a22585f86173ad9c146894c.md>)

Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction.

### Posthoc CBM

Accuracy: 52. Result ID: 6a228277fbc373592c2058e1.

[Reporting paper](<https://www.sota2.com/research/paper/6a22585f86173ad9c146894c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e741e209131cea3fefd.md>)

Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction.

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