# Image Classification on SUN397 MDCII Order-II

Source: [Image Classification on SUN397 MDCII Order-II](<https://www.sota2.com/research/sota/image-classification-on-sun397-mdcii-order-ii>)

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

Data updated: 2026-05-26T12:01:57.453Z

Evaluation of Image Classification performance on the SUN397 dataset using the MDCII Order-II configuration, reporting Transfer, Average, and Last metrics.

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 | Image Classification |
| Dataset (including any stated split) | SUN397 MDCII Order-II |
| Metric | Transfer Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 15 of 15 |
| 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

- [Transfer Accuracy](<https://www.sota2.com/research/sota/image-classification-on-sun397-mdcii-order-ii.md?metric=Transfer%20Accuracy>): Higher is better; unit: PERCENT.

- [Average Accuracy](<https://www.sota2.com/research/sota/image-classification-on-sun397-mdcii-order-ii.md?metric=Average%20Accuracy>): Higher is better; unit: PERCENT.

- [Last Epoch Accuracy](<https://www.sota2.com/research/sota/image-classification-on-sun397-mdcii-order-ii.md?metric=Last%20Epoch%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Transfer Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| CLIP | 81.8 | Not recorded | 6a15294bdbd7150506f7e1d8 |
| CLIP | 65.2 | Not recorded | 6a15294bdbd7150506f7e1d8 |
| CMAP | 31 | Not recorded | 6a15294bdbd7150506f7e1d8 |
| IAP | 24.4 | Not recorded | 6a15294bdbd7150506f7e1d8 |
| DIKI | 23.7 | Not recorded | 6a15294bdbd7150506f7e1d8 |
| ZSCL | 21.1 | Not recorded | 6a15294bdbd7150506f7e1d8 |
| MoE-Adapter | 18.1 | Not recorded | 6a15294bdbd7150506f7e1d8 |
| L2P | 17.4 | Not recorded | 6a15294bdbd7150506f7e1d8 |
| S-Prompts | 13.5 | Not recorded | 6a15294bdbd7150506f7e1d8 |
| LwF-VR | 13 | Not recorded | 6a15294bdbd7150506f7e1d8 |
| WISE-FT | 12.9 | Not recorded | 6a15294bdbd7150506f7e1d8 |
| LwF | 12.8 | Not recorded | 6a15294bdbd7150506f7e1d8 |
| Continual-FT | 11.1 | Not recorded | 6a15294bdbd7150506f7e1d8 |
| iCaRL | 11 | Not recorded | 6a15294bdbd7150506f7e1d8 |
| DualPrompt | 9.3 | Not recorded | 6a15294bdbd7150506f7e1d8 |

### CLIP

Transfer Accuracy: 81.8. Result ID: 6a158baffbc373592c0e244f.

[Reporting paper](<https://www.sota2.com/research/paper/6a15294bdbd7150506f7e1d8.md>)

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

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

Recorded evaluation configuration: {"Mode":"Full Fine-tune"}. This record does not assert independent reproduction.

### CLIP

Transfer Accuracy: 65.2. Result ID: 6a158baffbc373592c0e244e.

[Reporting paper](<https://www.sota2.com/research/paper/6a15294bdbd7150506f7e1d8.md>)

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

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

Recorded evaluation configuration: {"Mode":"Zero-shot"}. This record does not assert independent reproduction.

### CMAP

Transfer Accuracy: 31. Result ID: 6a158baffbc373592c0e245c.

[Reporting paper](<https://www.sota2.com/research/paper/6a15294bdbd7150506f7e1d8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a15294bdbd7150506f7e1d8.md>)

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

### IAP

Transfer Accuracy: 24.4. Result ID: 6a158baffbc373592c0e245b.

[Reporting paper](<https://www.sota2.com/research/paper/6a15294bdbd7150506f7e1d8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79d81e209131cea7fb9e.md>)

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

### DIKI

Transfer Accuracy: 23.7. Result ID: 6a158baffbc373592c0e245a.

[Reporting paper](<https://www.sota2.com/research/paper/6a15294bdbd7150506f7e1d8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74001e209131cea5f24c.md>)

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

### ZSCL

Transfer Accuracy: 21.1. Result ID: 6a158baffbc373592c0e2455.

[Reporting paper](<https://www.sota2.com/research/paper/6a15294bdbd7150506f7e1d8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70421e209131cea49f8b.md>)

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

### MoE-Adapter

Transfer Accuracy: 18.1. Result ID: 6a158baffbc373592c0e2459.

[Reporting paper](<https://www.sota2.com/research/paper/6a15294bdbd7150506f7e1d8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73661e209131cea5c39b.md>)

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

### L2P

Transfer Accuracy: 17.4. Result ID: 6a158baffbc373592c0e2456.

[Reporting paper](<https://www.sota2.com/research/paper/6a15294bdbd7150506f7e1d8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c0c1e209131cea31ad7.md>)

[Implementation](<https://github.com/google-research/l2p>)

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

### S-Prompts

Transfer Accuracy: 13.5. Result ID: 6a158baffbc373592c0e2458.

[Reporting paper](<https://www.sota2.com/research/paper/6a15294bdbd7150506f7e1d8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ece1e209131cea424c2.md>)

[Implementation](<https://github.com/iamwangyabin/S-Prompts>)

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

### LwF-VR

Transfer Accuracy: 13. Result ID: 6a158baffbc373592c0e2453.

[Reporting paper](<https://www.sota2.com/research/paper/6a15294bdbd7150506f7e1d8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d181e209131cea37b1b.md>)

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

### WISE-FT

Transfer Accuracy: 12.9. Result ID: 6a158baffbc373592c0e2454.

[Reporting paper](<https://www.sota2.com/research/paper/6a15294bdbd7150506f7e1d8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cd31e209131cea3601a.md>)

[Implementation](<https://github.com/mlfoundations/wise-ft>)

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

### LwF

Transfer Accuracy: 12.8. Result ID: 6a158baffbc373592c0e2451.

[Reporting paper](<https://www.sota2.com/research/paper/6a15294bdbd7150506f7e1d8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63201e209131ce9fd0b3.md>)

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

### Continual-FT

Transfer Accuracy: 11.1. Result ID: 6a158baffbc373592c0e2450.

[Reporting paper](<https://www.sota2.com/research/paper/6a15294bdbd7150506f7e1d8.md>)

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

### iCaRL

Transfer Accuracy: 11. Result ID: 6a158baffbc373592c0e2452.

[Reporting paper](<https://www.sota2.com/research/paper/6a15294bdbd7150506f7e1d8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa634e1e209131ce9fded4.md>)

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

### DualPrompt

Transfer Accuracy: 9.3. Result ID: 6a158baffbc373592c0e2457.

[Reporting paper](<https://www.sota2.com/research/paper/6a15294bdbd7150506f7e1d8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d341e209131cea38614.md>)

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

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