# Image Classification on CIFAR-100 (Error Rate and NLL)

Source: [Image Classification on CIFAR-100 (Error Rate and NLL)](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-error-rate-and-nll>)

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

Data updated: 2026-05-25T08:34:45.365Z

Evaluation of Image Classification performance on the CIFAR-100 dataset, reporting standard classification metrics: Error Rate (Err) and Negative Log-Likelihood (NLL).

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) | CIFAR-100 |
| Metric | Error Rate |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 5 of 5 |
| 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

- [Error Rate](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-error-rate-and-nll.md?metric=Error%20Rate>): Lower is better; unit: PERCENT.

- [NLL](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-error-rate-and-nll.md?metric=NLL>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Error Rate | Result date | Report paper |
| --- | --- | --- | --- |
| FBVI | 32 | Not recorded | 6a13d7636f71c5ae7dc9e75d |
| FBVI-br (impl-q) | 32 | Not recorded | 6a13d7636f71c5ae7dc9e75d |
| DBVI | 32.1 | Not recorded | 6a13d7636f71c5ae7dc9e75d |
| DSVI | 32.6 | Not recorded | 6a13d7636f71c5ae7dc9e75d |
| FBVI-br-Path (OM) | 35.4 | Not recorded | 6a13d7636f71c5ae7dc9e75d |

### FBVI

Error Rate: 32. Result ID: 6a14098dfbc373592c0b3705.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7636f71c5ae7dc9e75d.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50 V2","Frozen features":"true","DGP head layers":"2","Inducing points (M)":"128","Hidden dimension":"64","Epochs (T)":"50"}. This record does not assert independent reproduction.

### FBVI-br (impl-q)

Error Rate: 32. Result ID: 6a14098dfbc373592c0b3706.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7636f71c5ae7dc9e75d.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50 V2","Frozen features":"true","DGP head layers":"2","Inducing points (M)":"128","Hidden dimension":"64","Epochs (T)":"50"}. This record does not assert independent reproduction.

### DBVI

Error Rate: 32.1. Result ID: 6a14098dfbc373592c0b3704.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7636f71c5ae7dc9e75d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bc11e209131cea8a33b.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50 V2","Frozen features":"true","DGP head layers":"2","Inducing points (M)":"128","Hidden dimension":"64","Epochs (T)":"50"}. This record does not assert independent reproduction.

### DSVI

Error Rate: 32.6. Result ID: 6a14098dfbc373592c0b3703.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7636f71c5ae7dc9e75d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7d7a1e209131cea93396.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50 V2","Frozen features":"true","DGP head layers":"2","Inducing points (M)":"128","Hidden dimension":"64","Epochs (T)":"50"}. This record does not assert independent reproduction.

### FBVI-br-Path (OM)

Error Rate: 35.4. Result ID: 6a14098dfbc373592c0b3707.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7636f71c5ae7dc9e75d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a13d7636f71c5ae7dc9e75d.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50 V2","Frozen features":"true","DGP head layers":"2","Inducing points (M)":"128","Hidden dimension":"64","Epochs (T)":"50"}. This record does not assert independent reproduction.

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