# Image Classification on MNIST (Data Transmission Volume)

Source: [Image Classification on MNIST (Data Transmission Volume)](<https://www.sota2.com/research/sota/image-classification-on-mnist-data-transmission-volume>)

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

Data updated: 2026-02-26T06:07:26.294Z

Evaluation of the total volume of data transmitted (in GB) required for models performing Image Classification on the MNIST dataset.

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) | MNIST |
| Metric | Total Data Transmission (GB) |
| Unit | SIZE |
| Direction | Lower is better |
| Results loaded | 7 of 7 |
| 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

- [Total Data Transmission (GB)](<https://www.sota2.com/research/sota/image-classification-on-mnist-data-transmission-volume.md?metric=Total%20Data%20Transmission%20(GB)>): Lower is better; unit: SIZE.

## Recorded results

| Method | Total Data Transmission (GB) | Result date | Report paper |
| --- | --- | --- | --- |
| FedVTC | 0.7 | Not recorded | 68fa7a681e209131cea82fff |
| FedProto | 0.94 | Not recorded | 68fa7a681e209131cea82fff |
| FedTGP | 0.94 | Not recorded | 68fa7a681e209131cea82fff |
| pFedAFM | 1.94 | Not recorded | 68fa7a681e209131cea82fff |
| FedType | 12.37 | Not recorded | 68fa7a681e209131cea82fff |
| FedGen | 13.15 | Not recorded | 68fa7a681e209131cea82fff |
| CCVR | 46.61 | Not recorded | 68fa7a681e209131cea82fff |

### FedVTC

Total Data Transmission (GB): 0.7. Result ID: 699a4bad5698665ec4d32f7c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a681e209131cea82fff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a681e209131cea82fff.md>)

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

### FedProto

Total Data Transmission (GB): 0.94. Result ID: 699a4bad5698665ec4d32f76.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a681e209131cea82fff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bf71e209131cea3152d.md>)

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

### FedTGP

Total Data Transmission (GB): 0.94. Result ID: 699a4bad5698665ec4d32f77.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a681e209131cea82fff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71b41e209131cea52a38.md>)

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

### pFedAFM

Total Data Transmission (GB): 1.94. Result ID: 699a4bad5698665ec4d32f7b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a681e209131cea82fff.md>)

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

### FedType

Total Data Transmission (GB): 12.37. Result ID: 699a4bad5698665ec4d32f7a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a681e209131cea82fff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74011e209131cea5f29a.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction.

### FedGen

Total Data Transmission (GB): 13.15. Result ID: 699a4bad5698665ec4d32f78.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a681e209131cea82fff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a1e1e209131cea260fe.md>)

Recorded evaluation configuration: {"Backbone":"2-layer perception"}. This record does not assert independent reproduction.

### CCVR

Total Data Transmission (GB): 46.61. Result ID: 699a4bad5698665ec4d32f79.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a681e209131cea82fff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2d1e209131cea2c9ae.md>)

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

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