# Zero-shot Image Classification on IN-100 Text

Source: [Zero-shot Image Classification on IN-100 Text](<https://www.sota2.com/research/sota/zero-shot-image-classification-on-in-100-text>)

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

Data updated: 2026-07-03T08:23:20.833Z

Evaluation of Zero-shot Image Classification performance on the IN-100 Text dataset, reporting OCA and TCR 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 | Zero-shot Image Classification |
| Dataset (including any stated split) | IN-100 Text |
| Metric | OCA (Zero-shot) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [OCA (Zero-shot)](<https://www.sota2.com/research/sota/zero-shot-image-classification-on-in-100-text.md?metric=OCA%20(Zero-shot)>): Higher is better; unit: PERCENT.

- [TCR (Zero-shot)](<https://www.sota2.com/research/sota/zero-shot-image-classification-on-in-100-text.md?metric=TCR%20(Zero-shot)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | OCA (Zero-shot) | Result date | Report paper |
| --- | --- | --- | --- |
| nTAS | 80.6 | Not recorded | 6a47421a143ebdcacacc5e37 |
| nTAS | 79.1 | Not recorded | 6a47421a143ebdcacacc5e37 |
| nTAS | 76.4 | Not recorded | 6a47421a143ebdcacacc5e37 |
| nTAS | 74.9 | Not recorded | 6a47421a143ebdcacacc5e37 |
| nTAS | 74.2 | Not recorded | 6a47421a143ebdcacacc5e37 |
| Baseline | 62.3 | Not recorded | 6a47421a143ebdcacacc5e37 |
| Baseline | 58.2 | Not recorded | 6a47421a143ebdcacacc5e37 |
| Baseline | 57 | Not recorded | 6a47421a143ebdcacacc5e37 |
| Baseline | 56.6 | Not recorded | 6a47421a143ebdcacacc5e37 |
| Baseline | 54.6 | Not recorded | 6a47421a143ebdcacacc5e37 |

### nTAS

OCA (Zero-shot): 80.6. Result ID: 6a47717460b88bb33993be22.

[Reporting paper](<https://www.sota2.com/research/paper/6a47421a143ebdcacacc5e37.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a47421a143ebdcacacc5e37.md>)

Recorded evaluation configuration: {"Backbone":"ViT-bigG/14","Zero-shot":true}. This record does not assert independent reproduction.

### nTAS

OCA (Zero-shot): 79.1. Result ID: 6a47717460b88bb33993be1e.

[Reporting paper](<https://www.sota2.com/research/paper/6a47421a143ebdcacacc5e37.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a47421a143ebdcacacc5e37.md>)

Recorded evaluation configuration: {"Backbone":"ViT-H/14","Zero-shot":true}. This record does not assert independent reproduction.

### nTAS

OCA (Zero-shot): 76.4. Result ID: 6a47717460b88bb33993be20.

[Reporting paper](<https://www.sota2.com/research/paper/6a47421a143ebdcacacc5e37.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a47421a143ebdcacacc5e37.md>)

Recorded evaluation configuration: {"Backbone":"ViT-g/14","Zero-shot":true}. This record does not assert independent reproduction.

### nTAS

OCA (Zero-shot): 74.9. Result ID: 6a47717460b88bb33993be1c.

[Reporting paper](<https://www.sota2.com/research/paper/6a47421a143ebdcacacc5e37.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a47421a143ebdcacacc5e37.md>)

Recorded evaluation configuration: {"Backbone":"ViT-L/14","Zero-shot":true}. This record does not assert independent reproduction.

### nTAS

OCA (Zero-shot): 74.2. Result ID: 6a47717460b88bb33993be1a.

[Reporting paper](<https://www.sota2.com/research/paper/6a47421a143ebdcacacc5e37.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a47421a143ebdcacacc5e37.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16","Zero-shot":true}. This record does not assert independent reproduction.

### Baseline

OCA (Zero-shot): 62.3. Result ID: 6a47717460b88bb33993be21.

[Reporting paper](<https://www.sota2.com/research/paper/6a47421a143ebdcacacc5e37.md>)

Recorded evaluation configuration: {"Backbone":"ViT-bigG/14","Zero-shot":true}. This record does not assert independent reproduction.

### Baseline

OCA (Zero-shot): 58.2. Result ID: 6a47717460b88bb33993be1b.

[Reporting paper](<https://www.sota2.com/research/paper/6a47421a143ebdcacacc5e37.md>)

Recorded evaluation configuration: {"Backbone":"ViT-L/14","Zero-shot":true}. This record does not assert independent reproduction.

### Baseline

OCA (Zero-shot): 57. Result ID: 6a47717460b88bb33993be1f.

[Reporting paper](<https://www.sota2.com/research/paper/6a47421a143ebdcacacc5e37.md>)

Recorded evaluation configuration: {"Backbone":"ViT-g/14","Zero-shot":true}. This record does not assert independent reproduction.

### Baseline

OCA (Zero-shot): 56.6. Result ID: 6a47717460b88bb33993be1d.

[Reporting paper](<https://www.sota2.com/research/paper/6a47421a143ebdcacacc5e37.md>)

Recorded evaluation configuration: {"Backbone":"ViT-H/14","Zero-shot":true}. This record does not assert independent reproduction.

### Baseline

OCA (Zero-shot): 54.6. Result ID: 6a47717460b88bb33993be19.

[Reporting paper](<https://www.sota2.com/research/paper/6a47421a143ebdcacacc5e37.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16","Zero-shot":true}. This record does not assert independent reproduction.

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