# Few-Shot Classification on Plantae (test)

Source: [Few-Shot Classification on Plantae (test)](<https://www.sota2.com/research/sota/few-shot-classification-on-plantae-test>)

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

Data updated: 2026-02-26T05:28:10.175Z

Evaluation of Few-Shot Classification performance on the test split of the Plantae dataset, reporting accuracy.

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 | Few-Shot Classification |
| Dataset (including any stated split) | Plantae (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher 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

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

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| FWT+wave-SAN | 57.85 | Not recorded | 68fa6bf91e209131cea315a0 |
| GNN+wave-SAN | 57.72 | Not recorded | 68fa6bf91e209131cea315a0 |
| RelationNet | 44 | Not recorded | 68fa6bf91e209131cea315a0 |
| GNN+wave-SAN | 40.71 | Not recorded | 68fa6bf91e209131cea315a0 |
| GNN | 35.6 | Not recorded | 68fa6bf91e209131cea315a0 |
| RelationNet | 33.17 | Not recorded | 68fa6bf91e209131cea315a0 |
| MatchingNet | 32.7 | Not recorded | 68fa6bf91e209131cea315a0 |

### FWT+wave-SAN

Accuracy: 57.85. Result ID: 698eb107ffc3901de09fd686.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bf91e209131cea315a0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bf91e209131cea315a0.md>)

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

### GNN+wave-SAN

Accuracy: 57.72. Result ID: 698eb107ffc3901de09fd685.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bf91e209131cea315a0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bf91e209131cea315a0.md>)

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

### RelationNet

Accuracy: 44. Result ID: 698eb107ffc3901de09fd684.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bf91e209131cea315a0.md>)

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

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

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

### GNN+wave-SAN

Accuracy: 40.71. Result ID: 698eb107ffc3901de09fd683.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bf91e209131cea315a0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bf91e209131cea315a0.md>)

Recorded evaluation configuration: {"Shots":"1","Way":"5"}. This record does not assert independent reproduction.

### GNN

Accuracy: 35.6. Result ID: 698eb107ffc3901de09fd682.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bf91e209131cea315a0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64101e209131cea027d4.md>)

[Implementation](<https://github.com/vgsatorras/few-shot-gnn>)

Recorded evaluation configuration: {"Shots":"1","Way":"5"}. This record does not assert independent reproduction.

### RelationNet

Accuracy: 33.17. Result ID: 698eb107ffc3901de09fd680.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bf91e209131cea315a0.md>)

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

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

Recorded evaluation configuration: {"Shots":"1","Way":"5"}. This record does not assert independent reproduction.

### MatchingNet

Accuracy: 32.7. Result ID: 698eb107ffc3901de09fd681.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bf91e209131cea315a0.md>)

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

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

Recorded evaluation configuration: {"Shots":"1","Way":"5"}. This record does not assert independent reproduction.

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