# Image Classification on mini-ImageNet (train)

Source: [Image Classification on mini-ImageNet (train)](<https://www.sota2.com/research/sota/image-classification-on-mini-imagenet-train>)

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

Data updated: 2026-02-26T05:35:49.179Z

Evaluation of Image Classification performance on the training split of the mini-ImageNet dataset, focusing on risk-aware metrics such as Average, Worst-case, and Conditional Value at Risk (CVaR).

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) | mini-ImageNet (train) |
| Metric | Average Score |
| Unit | PERCENT |
| Direction | Higher 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 Score](<https://www.sota2.com/research/sota/image-classification-on-mini-imagenet-train.md?metric=Average%20Score>): Higher is better; unit: PERCENT.

- [Worst-case Score](<https://www.sota2.com/research/sota/image-classification-on-mini-imagenet-train.md?metric=Worst-case%20Score>): Higher is better; unit: PERCENT.

- [CVaR (α)](<https://www.sota2.com/research/sota/image-classification-on-mini-imagenet-train.md?metric=CVaR%20(%CE%B1)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Average Score | Result date | Report paper |
| --- | --- | --- | --- |
| DR-MAML+ | 70.4 | Not recorded | 68fa75781e209131cea682df |
| DR-MAML | 70.2 | Not recorded | 68fa75781e209131cea682df |
| MAML | 70.1 | Not recorded | 68fa75781e209131cea682df |
| DRO-MAML | 67 | Not recorded | 68fa75781e209131cea682df |
| TR-MAML | 62.2 | Not recorded | 68fa75781e209131cea682df |

### DR-MAML+

Average Score: 70.4. Result ID: 6993b2a33a6c31484917e94b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75781e209131cea682df.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75781e209131cea682df.md>)

[Implementation](<https://github.com/lvyiqin/DRMAML>)

Recorded evaluation configuration: {"way":"5-way","shot":"1-shot","α":0.5,"runs":3}. This record does not assert independent reproduction.

### DR-MAML

Average Score: 70.2. Result ID: 6993b2a33a6c31484917e94a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75781e209131cea682df.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70b61e209131cea4cbd4.md>)

[Implementation](<https://github.com/lgcollins/tr-maml>)

Recorded evaluation configuration: {"way":"5-way","shot":"1-shot","α":0.5,"runs":3}. This record does not assert independent reproduction.

### MAML

Average Score: 70.1. Result ID: 6993b2a33a6c31484917e947.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75781e209131cea682df.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63861e209131ce9ff3e8.md>)

Recorded evaluation configuration: {"way":"5-way","shot":"1-shot","α":0.5,"runs":3}. This record does not assert independent reproduction.

### DRO-MAML

Average Score: 67. Result ID: 6993b2a33a6c31484917e949.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75781e209131cea682df.md>)

Recorded evaluation configuration: {"way":"5-way","shot":"1-shot","α":0.5,"runs":3}. This record does not assert independent reproduction.

### TR-MAML

Average Score: 62.2. Result ID: 6993b2a33a6c31484917e948.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75781e209131cea682df.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa57051e209131ce9a1c56.md>)

Recorded evaluation configuration: {"way":"5-way","shot":"1-shot","α":0.5,"runs":3}. This record does not assert independent reproduction.

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