# Image Classification on FMOW-WILDS

Source: [Image Classification on FMOW-WILDS](<https://www.sota2.com/research/sota/image-classification-on-fmow-wilds>)

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

Data updated: 2026-02-26T06:08:39.234Z

Evaluation of Image Classification performance on the FMOW-WILDS dataset, reporting WG, Average, and Gap 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) | FMOW-WILDS |
| Metric | WG Error |
| Unit | SCALAR |
| Direction | Lower 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

- [WG Error](<https://www.sota2.com/research/sota/image-classification-on-fmow-wilds.md?metric=WG%20Error>): Lower is better; unit: SCALAR.

- [Average Error](<https://www.sota2.com/research/sota/image-classification-on-fmow-wilds.md?metric=Average%20Error>): Lower is better; unit: SCALAR.

- [Group Gap](<https://www.sota2.com/research/sota/image-classification-on-fmow-wilds.md?metric=Group%20Gap>): Lower is better; unit: SCALAR.

## Recorded results

| Method | WG Error | Result date | Report paper |
| --- | --- | --- | --- |
| DFR (Sub) | 6.8 | Not recorded | 68fa6d041e209131cea375ed |
| Zero-Shot | 10.5 | Not recorded | 68fa6d041e209131cea375ed |
| ERM LP | 21.6 | Not recorded | 68fa6d041e209131cea375ed |
| WiSE-FT | 21.6 | Not recorded | 68fa6d041e209131cea375ed |
| DFR (Up) | 27 | Not recorded | 68fa6d041e209131cea375ed |
| Contrastive Adapter | 39.2 | Not recorded | 68fa6d041e209131cea375ed |
| ERM Adapter | 41.3 | Not recorded | 68fa6d041e209131cea375ed |

### DFR (Sub)

WG Error: 6.8. Result ID: 698f790c3a6c314849f8e05e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d041e209131cea375ed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fe41e209131cea47f22.md>)

Recorded evaluation configuration: {"Backbone":"CLIP RN-50","Evaluation Protocol":"Subsample DFR"}. This record does not assert independent reproduction.

### Zero-Shot

WG Error: 10.5. Result ID: 698f790c3a6c314849f8e05a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d041e209131cea375ed.md>)

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

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

Recorded evaluation configuration: {"Backbone":"CLIP RN-50","Evaluation Protocol":"Zero-Shot"}. This record does not assert independent reproduction.

### ERM LP

WG Error: 21.6. Result ID: 698f790c3a6c314849f8e05b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d041e209131cea375ed.md>)

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

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

Recorded evaluation configuration: {"Backbone":"CLIP RN-50","Evaluation Protocol":"Linear Probing"}. This record does not assert independent reproduction.

### WiSE-FT

WG Error: 21.6. Result ID: 698f790c3a6c314849f8e05d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d041e209131cea375ed.md>)

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

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

Recorded evaluation configuration: {"Backbone":"CLIP RN-50","Evaluation Protocol":"Fine-tuning"}. This record does not assert independent reproduction.

### DFR (Up)

WG Error: 27. Result ID: 698f790c3a6c314849f8e05f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d041e209131cea375ed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fe41e209131cea47f22.md>)

Recorded evaluation configuration: {"Backbone":"CLIP RN-50","Evaluation Protocol":"Upsample DFR"}. This record does not assert independent reproduction.

### Contrastive Adapter

WG Error: 39.2. Result ID: 698f790c3a6c314849f8e060.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d041e209131cea375ed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d041e209131cea375ed.md>)

Recorded evaluation configuration: {"Backbone":"CLIP RN-50","Evaluation Protocol":"Contrastive Adaptation"}. This record does not assert independent reproduction.

### ERM Adapter

WG Error: 41.3. Result ID: 698f790c3a6c314849f8e05c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d041e209131cea375ed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77921e209131cea7403b.md>)

Recorded evaluation configuration: {"Backbone":"CLIP RN-50","Evaluation Protocol":"Adapter"}. This record does not assert independent reproduction.

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