# Classification on Banana

Source: [Classification on Banana](<https://www.sota2.com/research/sota/classification-on-banana>)

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

Data updated: 2026-03-31T09:46:21.949Z

Evaluation of Classification performance on the Banana dataset, reporting Average Accuracy and Standard Deviation.

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 | Classification |
| Dataset (including any stated split) | Banana |
| Metric | Average Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 16 of 16 |
| 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 Accuracy](<https://www.sota2.com/research/sota/classification-on-banana.md?metric=Average%20Accuracy>): Higher is better; unit: PERCENT.

- [Standard Deviation](<https://www.sota2.com/research/sota/classification-on-banana.md?metric=Standard%20Deviation>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Average Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| SPROUT-L | 90.77 | Not recorded | 69cb555d0636e5bf4afca224 |
| LMT | 89.3 | Not recorded | 68fa77751e209131cea733db |
| RF | 89.3 | Not recorded | 68fa77751e209131cea733db |
| CART | 89.1 | Not recorded | 68fa77751e209131cea733db |
| LS-OMS | 88.7 | Not recorded | 68fa77751e209131cea733db |
| OCMT | 88 | Not recorded | 68fa77751e209131cea733db |
| MAE-L | 87.53 | Not recorded | 69cb555d0636e5bf4afca224 |
| CLIP-L | 86.15 | Not recorded | 69cb555d0636e5bf4afca224 |
| DINOv3-L | 86.06 | Not recorded | 69cb555d0636e5bf4afca224 |
| DL8.5 | 85.6 | Not recorded | 68fa77751e209131cea733db |
| DINOv2-L | 83.47 | Not recorded | 69cb555d0636e5bf4afca224 |
| ResNet101 | 74.42 | Not recorded | 69cb555d0636e5bf4afca224 |
| OCT | 71.4 | Not recorded | 68fa77751e209131cea733db |
| OCMT-H | 68.2 | Not recorded | 68fa77751e209131cea733db |
| OCT-H | 55.9 | Not recorded | 68fa77751e209131cea733db |
| SVM | 55.2 | Not recorded | 68fa77751e209131cea733db |

### SPROUT-L

Average Accuracy: 90.77. Result ID: 69cb97e747f34ce924b44ab1.

[Reporting paper](<https://www.sota2.com/research/paper/69cb555d0636e5bf4afca224.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb555d0636e5bf4afca224.md>)

Recorded evaluation configuration: {"size":"Large"}. This record does not assert independent reproduction.

### LMT

Average Accuracy: 89.3. Result ID: 69b11f6d6dbb7075b95b4899.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77751e209131cea733db.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### RF

Average Accuracy: 89.3. Result ID: 69b11f6d6dbb7075b95b489b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77751e209131cea733db.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CART

Average Accuracy: 89.1. Result ID: 69b11f6d6dbb7075b95b489a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77751e209131cea733db.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LS-OMS

Average Accuracy: 88.7. Result ID: 69b11f6d6dbb7075b95b489e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77751e209131cea733db.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### OCMT

Average Accuracy: 88. Result ID: 69b11f6d6dbb7075b95b4895.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77751e209131cea733db.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77751e209131cea733db.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MAE-L

Average Accuracy: 87.53. Result ID: 69cb97e747f34ce924b44aaf.

[Reporting paper](<https://www.sota2.com/research/paper/69cb555d0636e5bf4afca224.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e973.md>)

Recorded evaluation configuration: {"size":"Large"}. This record does not assert independent reproduction.

### CLIP-L

Average Accuracy: 86.15. Result ID: 69cb97e747f34ce924b44ab0.

[Reporting paper](<https://www.sota2.com/research/paper/69cb555d0636e5bf4afca224.md>)

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

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

Recorded evaluation configuration: {"size":"Large"}. This record does not assert independent reproduction.

### DINOv3-L

Average Accuracy: 86.06. Result ID: 69cb97e747f34ce924b44aae.

[Reporting paper](<https://www.sota2.com/research/paper/69cb555d0636e5bf4afca224.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a931e209131cea83fc5.md>)

Recorded evaluation configuration: {"size":"Large"}. This record does not assert independent reproduction.

### DL8.5

Average Accuracy: 85.6. Result ID: 69b11f6d6dbb7075b95b489d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77751e209131cea733db.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DINOv2-L

Average Accuracy: 83.47. Result ID: 69cb97e747f34ce924b44aad.

[Reporting paper](<https://www.sota2.com/research/paper/69cb555d0636e5bf4afca224.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72181e209131cea546c3.md>)

[Implementation](<https://github.com/facebookresearch/dinov2>)

Recorded evaluation configuration: {"size":"Large"}. This record does not assert independent reproduction.

### ResNet101

Average Accuracy: 74.42. Result ID: 69cb97e747f34ce924b44aac.

[Reporting paper](<https://www.sota2.com/research/paper/69cb555d0636e5bf4afca224.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62321e209131ce9f8328.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### OCT

Average Accuracy: 71.4. Result ID: 69b11f6d6dbb7075b95b4896.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77751e209131cea733db.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### OCMT-H

Average Accuracy: 68.2. Result ID: 69b11f6d6dbb7075b95b4897.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77751e209131cea733db.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77751e209131cea733db.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### OCT-H

Average Accuracy: 55.9. Result ID: 69b11f6d6dbb7075b95b4898.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77751e209131cea733db.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SVM

Average Accuracy: 55.2. Result ID: 69b11f6d6dbb7075b95b489c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77751e209131cea733db.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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