# Image Classification on CIFAR-100 (test) (Accuracy, Latency, Security/Compliance)

Source: [Image Classification on CIFAR-100 (test) (Accuracy, Latency, Security/Compliance)](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-test-accuracy-latency-security-compliance>)

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

Data updated: 2026-04-23T10:07:59.957Z

Evaluation of Image Classification performance on the CIFAR-100 test set, reporting standard accuracy alongside operational metrics such as Average Delay, Security score, and Compliance percentage.

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 (test) |
| Metric | Average Latency (s) |
| Unit | TIME |
| 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

- [Average Latency (s)](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-test-accuracy-latency-security-compliance.md?metric=Average%20Latency%20(s)>): Lower is better; unit: TIME.

- [Security Score](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-test-accuracy-latency-security-compliance.md?metric=Security%20Score>): Higher is better; unit: SCALAR.

- [Compliance Rate](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-test-accuracy-latency-security-compliance.md?metric=Compliance%20Rate>): Higher is better; unit: PERCENT.

- [Accuracy](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-test-accuracy-latency-security-compliance.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Average Latency (s) | Result date | Report paper |
| --- | --- | --- | --- |
| Centralized Learning | 1.929 | Not recorded | 69e9a7a555a3c32af89f70f3 |
| MORFLB | 3.216 | Not recorded | 69e9a7a555a3c32af89f70f3 |
| Standard Federated Learning | 4.02 | Not recorded | 69e9a7a555a3c32af89f70f3 |
| Blockchain only FL (No RL) | 5.788 | Not recorded | 69e9a7a555a3c32af89f70f3 |
| Cloud based FL | 7.075 | Not recorded | 69e9a7a555a3c32af89f70f3 |

### Centralized Learning

Average Latency (s): 1.929. Result ID: 69e9ef6247f34ce924d1a93b.

[Reporting paper](<https://www.sota2.com/research/paper/69e9a7a555a3c32af89f70f3.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MORFLB

Average Latency (s): 3.216. Result ID: 69e9ef6247f34ce924d1a939.

[Reporting paper](<https://www.sota2.com/research/paper/69e9a7a555a3c32af89f70f3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e9a7a555a3c32af89f70f3.md>)

Recorded evaluation configuration: {"Framework":"Reinforcement Learning"}. This record does not assert independent reproduction.

### Standard Federated Learning

Average Latency (s): 4.02. Result ID: 69e9ef6247f34ce924d1a93a.

[Reporting paper](<https://www.sota2.com/research/paper/69e9a7a555a3c32af89f70f3.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Blockchain only FL (No RL)

Average Latency (s): 5.788. Result ID: 69e9ef6247f34ce924d1a93c.

[Reporting paper](<https://www.sota2.com/research/paper/69e9a7a555a3c32af89f70f3.md>)

Recorded evaluation configuration: {"RL":"false"}. This record does not assert independent reproduction.

### Cloud based FL

Average Latency (s): 7.075. Result ID: 69e9ef6247f34ce924d1a93d.

[Reporting paper](<https://www.sota2.com/research/paper/69e9a7a555a3c32af89f70f3.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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