# Multi-channel Image Classification on CHAMMI (Avg.)

Source: [Multi-channel Image Classification on CHAMMI (Avg.)](<https://www.sota2.com/research/sota/multi-channel-image-classification-on-chammi-avg>)

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

Data updated: 2026-03-17T06:39:51.651Z

Evaluation of Multi-channel Image Classification performance on the averaged results of the CHAMMI dataset.

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 | Multi-channel image classification |
| Dataset (including any stated split) | CHAMMI (Avg.) |
| Metric | Average Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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/multi-channel-image-classification-on-chammi-avg.md?metric=Average%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Average Score | Result date | Report paper |
| --- | --- | --- | --- |
| ChaMAEViT | 76.33 | Not recorded | 69b8e03c0636e5bf4afbed74 |
| ChaMAEViT | 73.13 | Not recorded | 69b8e03c0636e5bf4afbed74 |
| DiChaViT | 72.04 | Not recorded | 69b8e03c0636e5bf4afbed74 |
| ChannelViT | 71.72 | Not recorded | 69b8e03c0636e5bf4afbed74 |
| DiChaViT | 69.68 | Not recorded | 69b8e03c0636e5bf4afbed74 |
| ChAdaViT | 68.91 | Not recorded | 69b8e03c0636e5bf4afbed74 |
| ChannelViT | 64.9 | Not recorded | 69b8e03c0636e5bf4afbed74 |
| ChAdaViT | 63.88 | Not recorded | 69b8e03c0636e5bf4afbed74 |

### ChaMAEViT

Average Score: 76.33. Result ID: 69b8f5c247f34ce924a0caa6.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e03c0636e5bf4afbed74.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e03c0636e5bf4afbed74.md>)

Recorded evaluation configuration: {"DC-ViT":true}. This record does not assert independent reproduction.

### ChaMAEViT

Average Score: 73.13. Result ID: 69b8f5c247f34ce924a0caa5.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e03c0636e5bf4afbed74.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e03c0636e5bf4afbed74.md>)

Recorded evaluation configuration: {"DC-ViT":false}. This record does not assert independent reproduction.

### DiChaViT

Average Score: 72.04. Result ID: 69b8f5c247f34ce924a0caa4.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e03c0636e5bf4afbed74.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e03c0636e5bf4afbed74.md>)

Recorded evaluation configuration: {"DC-ViT":true}. This record does not assert independent reproduction.

### ChannelViT

Average Score: 71.72. Result ID: 69b8f5c247f34ce924a0caa2.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e03c0636e5bf4afbed74.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e03c0636e5bf4afbed74.md>)

Recorded evaluation configuration: {"DC-ViT":true}. This record does not assert independent reproduction.

### DiChaViT

Average Score: 69.68. Result ID: 69b8f5c247f34ce924a0caa3.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e03c0636e5bf4afbed74.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e03c0636e5bf4afbed74.md>)

Recorded evaluation configuration: {"DC-ViT":false}. This record does not assert independent reproduction.

### ChAdaViT

Average Score: 68.91. Result ID: 69b8f5c247f34ce924a0caa0.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e03c0636e5bf4afbed74.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e03c0636e5bf4afbed74.md>)

Recorded evaluation configuration: {"DC-ViT":true}. This record does not assert independent reproduction.

### ChannelViT

Average Score: 64.9. Result ID: 69b8f5c247f34ce924a0caa1.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e03c0636e5bf4afbed74.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e03c0636e5bf4afbed74.md>)

Recorded evaluation configuration: {"DC-ViT":false}. This record does not assert independent reproduction.

### ChAdaViT

Average Score: 63.88. Result ID: 69b8f5c247f34ce924a0ca9f.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e03c0636e5bf4afbed74.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e03c0636e5bf4afbed74.md>)

Recorded evaluation configuration: {"DC-ViT":false}. This record does not assert independent reproduction.

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