# Zero-shot Image Classification on PDC English Prompts

Source: [Zero-shot Image Classification on PDC English Prompts](<https://www.sota2.com/research/sota/zero-shot-image-classification-on-pdc-english-prompts>)

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

Data updated: 2026-02-27T08:54:22.494Z

Evaluation of Zero-shot Image Classification performance on the PDC English Prompts 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 | Zero-shot Image Classification |
| Dataset (including any stated split) | PDC English Prompts |
| Metric | AUC |
| Unit | PERCENT |
| Direction | Higher 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

- [AUC](<https://www.sota2.com/research/sota/zero-shot-image-classification-on-pdc-english-prompts.md?metric=AUC>): Higher is better; unit: PERCENT.

- [F1](<https://www.sota2.com/research/sota/zero-shot-image-classification-on-pdc-english-prompts.md?metric=F1>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| Med-UniC | 72.9 | Not recorded | 68fa72381e209131cea5505b |
| GLoRIA-MIMIC | 53.1 | Not recorded | 68fa72381e209131cea5505b |
| GLoRIA | 52.3 | Not recorded | 68fa72381e209131cea5505b |
| MedKILP | 50.5 | Not recorded | 68fa72381e209131cea5505b |
| MRM | 50.1 | Not recorded | 68fa72381e209131cea5505b |
| MGCA | 46.4 | Not recorded | 68fa72381e209131cea5505b |
| ConVIRT | 45.1 | Not recorded | 68fa72381e209131cea5505b |

### Med-UniC

AUC: 72.9. Result ID: 69a15ba135dfcabb00e686bb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72381e209131cea5505b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72381e209131cea5505b.md>)

[Implementation](<https://github.com/SUSTechBruce/Med-UniC>)

Recorded evaluation configuration: {"Zero-shot":"true","Prompt Language":"English","Disease-level annotations (Pre-training)":"false"}. This record does not assert independent reproduction.

### GLoRIA-MIMIC

AUC: 53.1. Result ID: 69a15ba135dfcabb00e686b7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72381e209131cea5505b.md>)

Recorded evaluation configuration: {"Zero-shot":"true","Prompt Language":"English","Disease-level annotations (Pre-training)":"false"}. This record does not assert independent reproduction.

### GLoRIA

AUC: 52.3. Result ID: 69a15ba135dfcabb00e686b6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72381e209131cea5505b.md>)

Recorded evaluation configuration: {"Zero-shot":"true","Prompt Language":"English","Disease-level annotations (Pre-training)":"false"}. This record does not assert independent reproduction.

### MedKILP

AUC: 50.5. Result ID: 69a15ba135dfcabb00e686b9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72381e209131cea5505b.md>)

Recorded evaluation configuration: {"Zero-shot":"true","Prompt Language":"English","Disease-level annotations (Pre-training)":"true"}. This record does not assert independent reproduction.

### MRM

AUC: 50.1. Result ID: 69a15ba135dfcabb00e686ba.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72381e209131cea5505b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e8b1e209131cea40752.md>)

Recorded evaluation configuration: {"Zero-shot":"true","Prompt Language":"English","Disease-level annotations (Pre-training)":"false"}. This record does not assert independent reproduction.

### MGCA

AUC: 46.4. Result ID: 69a15ba135dfcabb00e686b8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72381e209131cea5505b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9e1e209131cea3ae0a.md>)

[Implementation](<https://github.com/fuying-wang/MGCA>)

Recorded evaluation configuration: {"Zero-shot":"true","Prompt Language":"English","Disease-level annotations (Pre-training)":"true"}. This record does not assert independent reproduction.

### ConVIRT

AUC: 45.1. Result ID: 69a15ba135dfcabb00e686b5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72381e209131cea5505b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d741e209131cea3a0a1.md>)

Recorded evaluation configuration: {"Zero-shot":"true","Prompt Language":"English","Disease-level annotations (Pre-training)":"false"}. This record does not assert independent reproduction.

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