# Image Classification on Tiny ImageNet (Communication Rounds for Specific Accuracy/K Thresholds)

Source: [Image Classification on Tiny ImageNet (Communication Rounds for Specific Accuracy/K Thresholds)](<https://www.sota2.com/research/sota/image-classification-on-tiny-imagenet-communication-rounds-for-specific-accuracy-k-thresholds>)

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

Data updated: 2026-07-01T08:27:38.604Z

Evaluation of Image Classification performance on the Tiny ImageNet dataset, focusing on the number of communication rounds required to achieve specific accuracy targets (e.g., 35% accuracy with K=10 clients, 30% accuracy with K=100 clients), typical for federated learning convergence studies.

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) | Tiny ImageNet |
| Metric | Communication Rounds (Acc=35%, K=10) |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 15 of 15 |
| 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

- [Communication Rounds (Acc=35%, K=10)](<https://www.sota2.com/research/sota/image-classification-on-tiny-imagenet-communication-rounds-for-specific-accuracy-k-thresholds.md?metric=Communication%20Rounds%20(Acc%3D35%25%2C%20K%3D10)>): Lower is better; unit: SCALAR.

- [Communication Rounds (Acc=30%, K=100)](<https://www.sota2.com/research/sota/image-classification-on-tiny-imagenet-communication-rounds-for-specific-accuracy-k-thresholds.md?metric=Communication%20Rounds%20(Acc%3D30%25%2C%20K%3D100)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Communication Rounds (Acc=35%, K=10) | Result date | Report paper |
| --- | --- | --- | --- |
| FedXLRP | 10 | Not recorded | 6a449f16e0224bd4f49931e1 |
| FedFed | 12 | Not recorded | 6a449f16e0224bd4f49931e1 |
| FedFTG | 30 | Not recorded | 6a449f16e0224bd4f49931e1 |
| FedXIG | 38 | Not recorded | 6a449f16e0224bd4f49931e1 |
| FedAux | 42 | Not recorded | 6a449f16e0224bd4f49931e1 |
| FedXSG | 42 | Not recorded | 6a449f16e0224bd4f49931e1 |
| FedXGrad | 44 | Not recorded | 6a449f16e0224bd4f49931e1 |
| FedProx | 45 | Not recorded | 6a449f16e0224bd4f49931e1 |
| SCAFFOLD | 46 | Not recorded | 6a449f16e0224bd4f49931e1 |
| FedDyn | 48 | Not recorded | 6a449f16e0224bd4f49931e1 |
| FedSAM | 50 | Not recorded | 6a449f16e0224bd4f49931e1 |
| FedDISCO | 52 | Not recorded | 6a449f16e0224bd4f49931e1 |
| FedGen | 55 | Not recorded | 6a449f16e0224bd4f49931e1 |
| FedAvg | 60 | Not recorded | 6a449f16e0224bd4f49931e1 |
| FedDF | 100 | Not recorded | 6a449f16e0224bd4f49931e1 |

### FedXLRP

Communication Rounds (Acc=35%, K=10): 10. Result ID: 6a44cf7973d097d845bf679b.

[Reporting paper](<https://www.sota2.com/research/paper/6a449f16e0224bd4f49931e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a449f16e0224bd4f49931e1.md>)

Recorded evaluation configuration: {"Heterogeneity Parameter (α)":"0.1"}. This record does not assert independent reproduction.

### FedFed

Communication Rounds (Acc=35%, K=10): 12. Result ID: 6a44cf7973d097d845bf6796.

[Reporting paper](<https://www.sota2.com/research/paper/6a449f16e0224bd4f49931e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70d71e209131cea4d985.md>)

Recorded evaluation configuration: {"Heterogeneity Parameter (α)":"0.1"}. This record does not assert independent reproduction.

### FedFTG

Communication Rounds (Acc=35%, K=10): 30. Result ID: 6a44cf7973d097d845bf6797.

[Reporting paper](<https://www.sota2.com/research/paper/6a449f16e0224bd4f49931e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71071e209131cea4eb13.md>)

[Implementation](<https://github.com/ZhangLin-PKU/FedFTG>)

Recorded evaluation configuration: {"Heterogeneity Parameter (α)":"0.1"}. This record does not assert independent reproduction.

### FedXIG

Communication Rounds (Acc=35%, K=10): 38. Result ID: 6a44cf7973d097d845bf679c.

[Reporting paper](<https://www.sota2.com/research/paper/6a449f16e0224bd4f49931e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a449f16e0224bd4f49931e1.md>)

Recorded evaluation configuration: {"Heterogeneity Parameter (α)":"0.1"}. This record does not assert independent reproduction.

### FedAux

Communication Rounds (Acc=35%, K=10): 42. Result ID: 6a44cf7973d097d845bf6799.

[Reporting paper](<https://www.sota2.com/research/paper/6a449f16e0224bd4f49931e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa693a1e209131cea20fbc.md>)

Recorded evaluation configuration: {"Heterogeneity Parameter (α)":"0.1"}. This record does not assert independent reproduction.

### FedXSG

Communication Rounds (Acc=35%, K=10): 42. Result ID: 6a44cf7973d097d845bf679e.

[Reporting paper](<https://www.sota2.com/research/paper/6a449f16e0224bd4f49931e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a449f16e0224bd4f49931e1.md>)

Recorded evaluation configuration: {"Heterogeneity Parameter (α)":"0.1"}. This record does not assert independent reproduction.

### FedXGrad

Communication Rounds (Acc=35%, K=10): 44. Result ID: 6a44cf7973d097d845bf679d.

[Reporting paper](<https://www.sota2.com/research/paper/6a449f16e0224bd4f49931e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a449f16e0224bd4f49931e1.md>)

Recorded evaluation configuration: {"Heterogeneity Parameter (α)":"0.1"}. This record does not assert independent reproduction.

### FedProx

Communication Rounds (Acc=35%, K=10): 45. Result ID: 6a44cf7973d097d845bf6791.

[Reporting paper](<https://www.sota2.com/research/paper/6a449f16e0224bd4f49931e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67701e209131cea163fe.md>)

Recorded evaluation configuration: {"Heterogeneity Parameter (α)":"0.1"}. This record does not assert independent reproduction.

### SCAFFOLD

Communication Rounds (Acc=35%, K=10): 46. Result ID: 6a44cf7973d097d845bf6793.

[Reporting paper](<https://www.sota2.com/research/paper/6a449f16e0224bd4f49931e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa57fa1e209131ce9aa47a.md>)

Recorded evaluation configuration: {"Heterogeneity Parameter (α)":"0.1"}. This record does not assert independent reproduction.

### FedDyn

Communication Rounds (Acc=35%, K=10): 48. Result ID: 6a44cf7973d097d845bf6792.

[Reporting paper](<https://www.sota2.com/research/paper/6a449f16e0224bd4f49931e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b361e209131cea2cecf.md>)

Recorded evaluation configuration: {"Heterogeneity Parameter (α)":"0.1"}. This record does not assert independent reproduction.

### FedSAM

Communication Rounds (Acc=35%, K=10): 50. Result ID: 6a44cf7973d097d845bf6794.

[Reporting paper](<https://www.sota2.com/research/paper/6a449f16e0224bd4f49931e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb31e209131cea35537.md>)

Recorded evaluation configuration: {"Heterogeneity Parameter (α)":"0.1"}. This record does not assert independent reproduction.

### FedDISCO

Communication Rounds (Acc=35%, K=10): 52. Result ID: 6a44cf7973d097d845bf6795.

[Reporting paper](<https://www.sota2.com/research/paper/6a449f16e0224bd4f49931e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f951e209131cea4671a.md>)

Recorded evaluation configuration: {"Heterogeneity Parameter (α)":"0.1"}. This record does not assert independent reproduction.

### FedGen

Communication Rounds (Acc=35%, K=10): 55. Result ID: 6a44cf7973d097d845bf6798.

[Reporting paper](<https://www.sota2.com/research/paper/6a449f16e0224bd4f49931e1.md>)

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

Recorded evaluation configuration: {"Heterogeneity Parameter (α)":"0.1"}. This record does not assert independent reproduction.

### FedAvg

Communication Rounds (Acc=35%, K=10): 60. Result ID: 6a44cf7973d097d845bf6790.

[Reporting paper](<https://www.sota2.com/research/paper/6a449f16e0224bd4f49931e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e761e209131cea40072.md>)

Recorded evaluation configuration: {"Heterogeneity Parameter (α)":"0.1"}. This record does not assert independent reproduction.

### FedDF

Communication Rounds (Acc=35%, K=10): 100. Result ID: 6a44cf7973d097d845bf679a.

[Reporting paper](<https://www.sota2.com/research/paper/6a449f16e0224bd4f49931e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa699e1e209131cea23212.md>)

Recorded evaluation configuration: {"Heterogeneity Parameter (α)":"0.1"}. This record does not assert independent reproduction.

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