# Mask Probing on ImageNet (val)

Source: [Mask Probing on ImageNet (val)](<https://www.sota2.com/research/sota/mask-probing-on-imagenet-val>)

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

Data updated: 2026-02-26T05:47:39.007Z

Evaluation of Mask Probing performance on the validation split of the ImageNet dataset, typically measured using metrics like Jaccard Similarity.

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 | Mask Probing |
| Dataset (including any stated split) | ImageNet (val) |
| Metric | Jaccard Similarity |
| 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

- [Jaccard Similarity](<https://www.sota2.com/research/sota/mask-probing-on-imagenet-val.md?metric=Jaccard%20Similarity>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Jaccard Similarity | Result date | Report paper |
| --- | --- | --- | --- |
| GroupViT | 51.8 | Not recorded | 68fa6cfc1e209131cea371f1 |
| DINO | 45.9 | Not recorded | 68fa6cfc1e209131cea371f1 |
| DINO | 41.8 | Not recorded | 68fa6cfc1e209131cea371f1 |
| CLIP | 28.6 | Not recorded | 68fa6cfc1e209131cea371f1 |
| MoCo | 28.2 | Not recorded | 68fa6cfc1e209131cea371f1 |
| DeiT | 24.6 | Not recorded | 68fa6cfc1e209131cea371f1 |
| ViT | 23.6 | Not recorded | 68fa6cfc1e209131cea371f1 |

### GroupViT

Jaccard Similarity: 51.8. Result ID: 698f764d3a6c314849f8c455.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cfc1e209131cea371f1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cfc1e209131cea371f1.md>)

[Implementation](<https://github.com/NVlabs/GroupViT>)

Recorded evaluation configuration: {"arch":"GroupViT","model":"Ours","dataset (pre-training)":"CC12M+YFCC","supervision":"text"}. This record does not assert independent reproduction.

### DINO

Jaccard Similarity: 45.9. Result ID: 698f764d3a6c314849f8c452.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cfc1e209131cea371f1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a071e209131cea2594c.md>)

[Implementation](<https://github.com/facebookresearch/dino>)

Recorded evaluation configuration: {"arch":"ViT","model":"DINO","dataset (pre-training)":"ImageNet","supervision":"self"}. This record does not assert independent reproduction.

### DINO

Jaccard Similarity: 41.8. Result ID: 698f764d3a6c314849f8c453.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cfc1e209131cea371f1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a071e209131cea2594c.md>)

[Implementation](<https://github.com/facebookresearch/dino>)

Recorded evaluation configuration: {"arch":"ViT","model":"DINO","dataset (pre-training)":"CC12M+YFCC","supervision":"self"}. This record does not assert independent reproduction.

### CLIP

Jaccard Similarity: 28.6. Result ID: 698f764d3a6c314849f8c454.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cfc1e209131cea371f1.md>)

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

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

Recorded evaluation configuration: {"arch":"ViT","model":"CLIP","dataset (pre-training)":"CC12M+YFCC","supervision":"text"}. This record does not assert independent reproduction.

### MoCo

Jaccard Similarity: 28.2. Result ID: 698f764d3a6c314849f8c451.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cfc1e209131cea371f1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a931e209131cea2903d.md>)

[Implementation](<https://github.com/facebookresearch/moco-v3>)

Recorded evaluation configuration: {"arch":"ViT","model":"MoCo","dataset (pre-training)":"ImageNet","supervision":"self"}. This record does not assert independent reproduction.

### DeiT

Jaccard Similarity: 24.6. Result ID: 698f764d3a6c314849f8c450.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cfc1e209131cea371f1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69181e209131cea202b4.md>)

[Implementation](<https://github.com/facebookresearch/deit>)

Recorded evaluation configuration: {"arch":"ViT","model":"DeiT","dataset (pre-training)":"ImageNet","supervision":"class"}. This record does not assert independent reproduction.

### ViT

Jaccard Similarity: 23.6. Result ID: 698f764d3a6c314849f8c44f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cfc1e209131cea371f1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0b1e209131cea25b04.md>)

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

Recorded evaluation configuration: {"arch":"ViT","model":"Random","dataset (pre-training)":"none","supervision":"none"}. This record does not assert independent reproduction.

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