# Fine-grained Image Classification on Aircraft New classes

Source: [Fine-grained Image Classification on Aircraft New classes](<https://www.sota2.com/research/sota/fine-grained-image-classification-on-aircraft-new-classes>)

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

Data updated: 2026-02-26T05:31:59.430Z

Evaluation of Fine-grained Image Classification performance on the 'Aircraft New classes' 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 | Fine-grained Image Classification |
| Dataset (including any stated split) | Aircraft New classes |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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/fine-grained-image-classification-on-aircraft-new-classes.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| FARL | 37.63 | Not recorded | 69326746d6b0dd33429344c6 |
| MMRL | 37.2 | Not recorded | 69326746d6b0dd33429344c6 |
| MetaPrompt | 36.51 | Not recorded | 69326746d6b0dd33429344c6 |
| MMA | 36.33 | Not recorded | 69326746d6b0dd33429344c6 |
| CLIP | 36.29 | Not recorded | 69326746d6b0dd33429344c6 |
| MaPLe | 35.61 | Not recorded | 69326746d6b0dd33429344c6 |
| TCP | 34.43 | Not recorded | 69326746d6b0dd33429344c6 |
| PLOT | 33.73 | Not recorded | 69326746d6b0dd33429344c6 |
| KgCoOp | 33.55 | Not recorded | 69326746d6b0dd33429344c6 |
| CoOp | 31.23 | Not recorded | 69326746d6b0dd33429344c6 |
| ProVP | 29.87 | Not recorded | 69326746d6b0dd33429344c6 |
| CoCoOp | 23.71 | Not recorded | 69326746d6b0dd33429344c6 |

### FARL

Accuracy: 37.63. Result ID: 699893e85698665ec4f5bf21.

[Reporting paper](<https://www.sota2.com/research/paper/69326746d6b0dd33429344c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69326746d6b0dd33429344c6.md>)

Recorded evaluation configuration: {"Protocol":"Base-to-novel generalization"}. This record does not assert independent reproduction.

### MMRL

Accuracy: 37.2. Result ID: 699893e85698665ec4f5bf20.

[Reporting paper](<https://www.sota2.com/research/paper/69326746d6b0dd33429344c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77a11e209131cea747a9.md>)

[Implementation](<https://github.com/yunncheng/MMRL>)

Recorded evaluation configuration: {"Protocol":"Base-to-novel generalization"}. This record does not assert independent reproduction.

### MetaPrompt

Accuracy: 36.51. Result ID: 699893e85698665ec4f5bf1d.

[Reporting paper](<https://www.sota2.com/research/paper/69326746d6b0dd33429344c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ef01e209131cea43013.md>)

Recorded evaluation configuration: {"Protocol":"Base-to-novel generalization"}. This record does not assert independent reproduction.

### MMA

Accuracy: 36.33. Result ID: 699893e85698665ec4f5bf1f.

[Reporting paper](<https://www.sota2.com/research/paper/69326746d6b0dd33429344c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74c21e209131cea6392b.md>)

Recorded evaluation configuration: {"Protocol":"Base-to-novel generalization"}. This record does not assert independent reproduction.

### CLIP

Accuracy: 36.29. Result ID: 699893e85698665ec4f5bf16.

[Reporting paper](<https://www.sota2.com/research/paper/69326746d6b0dd33429344c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Implementation](<https://github.com/OpenAI/CLIP>)

Recorded evaluation configuration: {"Protocol":"Base-to-novel generalization"}. This record does not assert independent reproduction.

### MaPLe

Accuracy: 35.61. Result ID: 699893e85698665ec4f5bf1b.

[Reporting paper](<https://www.sota2.com/research/paper/69326746d6b0dd33429344c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ef21e209131cea4311c.md>)

[Implementation](<https://github.com/muzairkhattak/multimodal-prompt-learning>)

Recorded evaluation configuration: {"Protocol":"Base-to-novel generalization"}. This record does not assert independent reproduction.

### TCP

Accuracy: 34.43. Result ID: 699893e85698665ec4f5bf1e.

[Reporting paper](<https://www.sota2.com/research/paper/69326746d6b0dd33429344c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e22.md>)

Recorded evaluation configuration: {"Protocol":"Base-to-novel generalization"}. This record does not assert independent reproduction.

### PLOT

Accuracy: 33.73. Result ID: 699893e85698665ec4f5bf1a.

[Reporting paper](<https://www.sota2.com/research/paper/69326746d6b0dd33429344c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e921e209131cea40c41.md>)

Recorded evaluation configuration: {"Protocol":"Base-to-novel generalization"}. This record does not assert independent reproduction.

### KgCoOp

Accuracy: 33.55. Result ID: 699893e85698665ec4f5bf19.

[Reporting paper](<https://www.sota2.com/research/paper/69326746d6b0dd33429344c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee91e209131cea42d7a.md>)

Recorded evaluation configuration: {"Protocol":"Base-to-novel generalization"}. This record does not assert independent reproduction.

### CoOp

Accuracy: 31.23. Result ID: 699893e85698665ec4f5bf17.

[Reporting paper](<https://www.sota2.com/research/paper/69326746d6b0dd33429344c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d8b1e209131cea3a814.md>)

[Implementation](<https://github.com/KaiyangZhou/CoOp>)

Recorded evaluation configuration: {"Protocol":"Base-to-novel generalization"}. This record does not assert independent reproduction.

### ProVP

Accuracy: 29.87. Result ID: 699893e85698665ec4f5bf1c.

[Reporting paper](<https://www.sota2.com/research/paper/69326746d6b0dd33429344c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74641e209131cea616eb.md>)

Recorded evaluation configuration: {"Protocol":"Base-to-novel generalization"}. This record does not assert independent reproduction.

### CoCoOp

Accuracy: 23.71. Result ID: 699893e85698665ec4f5bf18.

[Reporting paper](<https://www.sota2.com/research/paper/69326746d6b0dd33429344c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d8c1e209131cea3a831.md>)

[Implementation](<https://github.com/KaiyangZhou/CoOp>)

Recorded evaluation configuration: {"Protocol":"Base-to-novel generalization"}. This record does not assert independent reproduction.

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