# Cross-domain few-shot classification on CD-FSL (test)

Source: [Cross-domain few-shot classification on CD-FSL (test)](<https://www.sota2.com/research/sota/cross-domain-few-shot-classification-on-cd-fsl-test>)

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

Data updated: 2026-02-26T05:39:07.266Z

Evaluation of Cross-domain Few-Shot Classification performance on the test split of the CD-FSL benchmark, reporting results across constituent domains (ChestX, CropD, EuroSAT, ISIC) and the average performance.

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 | Cross-domain few-shot classification |
| Dataset (including any stated split) | CD-FSL (test) |
| Metric | ChestX |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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

- [ChestX](<https://www.sota2.com/research/sota/cross-domain-few-shot-classification-on-cd-fsl-test.md?metric=ChestX>): Higher is better; unit: PERCENT.

- [CropD](<https://www.sota2.com/research/sota/cross-domain-few-shot-classification-on-cd-fsl-test.md?metric=CropD>): Higher is better; unit: PERCENT.

- [EuroSAT](<https://www.sota2.com/research/sota/cross-domain-few-shot-classification-on-cd-fsl-test.md?metric=EuroSAT>): Higher is better; unit: PERCENT.

- [ISIC](<https://www.sota2.com/research/sota/cross-domain-few-shot-classification-on-cd-fsl-test.md?metric=ISIC>): Higher is better; unit: PERCENT.

- [Average Accuracy](<https://www.sota2.com/research/sota/cross-domain-few-shot-classification-on-cd-fsl-test.md?metric=Average%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | ChestX | Result date | Report paper |
| --- | --- | --- | --- |
| LDP-net | 0.2667 | Not recorded | 68fa71761e209131cea51624 |
| RFS+MLP | 0.26 | Not recorded | 68fa71761e209131cea51624 |
| RDC | 0.2591 | Not recorded | 68fa71761e209131cea51624 |
| BL+MLP | 0.257 | Not recorded | 68fa71761e209131cea51624 |
| RN+ATA | 0.2443 | Not recorded | 68fa71761e209131cea51624 |
| RN+FWT | 0.2395 | Not recorded | 68fa71761e209131cea51624 |
| PN+FWT | 0.2377 | Not recorded | 68fa71761e209131cea51624 |
| TPN+ATA | 0.236 | Not recorded | 68fa71761e209131cea51624 |
| PN | 0.2341 | Not recorded | 68fa71761e209131cea51624 |
| RN | 0.2296 | Not recorded | 68fa71761e209131cea51624 |
| MatchingNet | 0.224 | Not recorded | 68fa71761e209131cea51624 |

### LDP-net

ChestX: 0.2667. Result ID: 6991e2333a6c3148490b36d1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71761e209131cea51624.md>)

Recorded evaluation configuration: {"Backbone":"ResNet10","Ways":5,"Shots":5}. This record does not assert independent reproduction.

### RFS+MLP

ChestX: 0.26. Result ID: 6991e2333a6c3148490b36d3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71761e209131cea51624.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71761e209131cea51624.md>)

Recorded evaluation configuration: {"Backbone":"ResNet10","Ways":5,"Shots":5}. This record does not assert independent reproduction.

### RDC

ChestX: 0.2591. Result ID: 6991e2333a6c3148490b36d0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71761e209131cea51624.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c0e1e209131cea31bf0.md>)

Recorded evaluation configuration: {"Backbone":"ResNet10","Ways":5,"Shots":5}. This record does not assert independent reproduction.

### BL+MLP

ChestX: 0.257. Result ID: 6991e2333a6c3148490b36d2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71761e209131cea51624.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71761e209131cea51624.md>)

Recorded evaluation configuration: {"Backbone":"ResNet10","Ways":5,"Shots":5}. This record does not assert independent reproduction.

### RN+ATA

ChestX: 0.2443. Result ID: 6991e2333a6c3148490b36ce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71761e209131cea51624.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69d21e209131cea24658.md>)

[Implementation](<https://github.com/Haoqing-Wang/CDFSL-ATA>)

Recorded evaluation configuration: {"Backbone":"ResNet10","Ways":5,"Shots":5}. This record does not assert independent reproduction.

### RN+FWT

ChestX: 0.2395. Result ID: 6991e2333a6c3148490b36cd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71761e209131cea51624.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67391e209131cea1507c.md>)

[Implementation](<https://github.com/hytseng0509/CrossDomainFewShot>)

Recorded evaluation configuration: {"Backbone":"ResNet10","Ways":5,"Shots":5}. This record does not assert independent reproduction.

### PN+FWT

ChestX: 0.2377. Result ID: 6991e2333a6c3148490b36cb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71761e209131cea51624.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67391e209131cea1507c.md>)

[Implementation](<https://github.com/hytseng0509/CrossDomainFewShot>)

Recorded evaluation configuration: {"Backbone":"ResNet10","Ways":5,"Shots":5}. This record does not assert independent reproduction.

### TPN+ATA

ChestX: 0.236. Result ID: 6991e2333a6c3148490b36cf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71761e209131cea51624.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69d21e209131cea24658.md>)

[Implementation](<https://github.com/Haoqing-Wang/CDFSL-ATA>)

Recorded evaluation configuration: {"Backbone":"ResNet10","Ways":5,"Shots":5}. This record does not assert independent reproduction.

### PN

ChestX: 0.2341. Result ID: 6991e2333a6c3148490b36ca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71761e209131cea51624.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa636e1e209131ce9febd3.md>)

Recorded evaluation configuration: {"Backbone":"ResNet10","Ways":5,"Shots":5}. This record does not assert independent reproduction.

### RN

ChestX: 0.2296. Result ID: 6991e2333a6c3148490b36cc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71761e209131cea51624.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64301e209131cea03588.md>)

[Implementation](<https://github.com/lzrobots/DeepEmbeddingModel_ZSL>)

Recorded evaluation configuration: {"Backbone":"ResNet10","Ways":5,"Shots":5}. This record does not assert independent reproduction.

### MatchingNet

ChestX: 0.224. Result ID: 6991e2333a6c3148490b36c9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71761e209131cea51624.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63e81e209131cea015ca.md>)

[Implementation](<https://goo.gl/e3orz6>)

Recorded evaluation configuration: {"Backbone":"ResNet10","Ways":5,"Shots":5}. This record does not assert independent reproduction.

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