# Fine-grained Image Hashing on Stanford Dogs

Source: [Fine-grained Image Hashing on Stanford Dogs](<https://www.sota2.com/research/sota/fine-grained-image-hashing-on-stanford-dogs>)

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

Data updated: 2026-05-19T12:54:18.691Z

Evaluation of Fine-grained Image Hashing performance on the Stanford Dogs dataset, typically measured using collision probability.

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 | Fine-grained Image Hashing |
| Dataset (including any stated split) | Stanford Dogs |
| Metric | Collision Probability |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 30 of 30 |
| 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

- [Collision Probability](<https://www.sota2.com/research/sota/fine-grained-image-hashing-on-stanford-dogs.md?metric=Collision%20Probability>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Collision Probability | Result date | Report paper |
| --- | --- | --- | --- |
| CS3H | 0.2 | Not recorded | 6a0bef0ddbc836b87d82ca0f |
| CS3H | 0.2 | Not recorded | 6a0bef0ddbc836b87d82ca0f |
| CS3H | 0.43 | Not recorded | 6a0bef0ddbc836b87d82ca0f |
| CS3H | 0.46 | Not recorded | 6a0bef0ddbc836b87d82ca0f |
| CS3H | 2.16 | Not recorded | 6a0bef0ddbc836b87d82ca0f |
| CS3H | 2.31 | Not recorded | 6a0bef0ddbc836b87d82ca0f |
| CS3H | 3.34 | Not recorded | 6a0bef0ddbc836b87d82ca0f |
| CS3H | 3.83 | Not recorded | 6a0bef0ddbc836b87d82ca0f |
| MeCoQ | 4.4 | Not recorded | 6a0bef0ddbc836b87d82ca0f |
| SPQ | 4.5 | Not recorded | 6a0bef0ddbc836b87d82ca0f |
| SPQ | 4.8 | Not recorded | 6a0bef0ddbc836b87d82ca0f |
| SDC | 5.1 | Not recorded | 6a0bef0ddbc836b87d82ca0f |
| CS3H | 11.21 | Not recorded | 6a0bef0ddbc836b87d82ca0f |
| CS3H | 11.3 | Not recorded | 6a0bef0ddbc836b87d82ca0f |
| SPQ | 14.5 | Not recorded | 6a0bef0ddbc836b87d82ca0f |
| SPQ | 18.5 | Not recorded | 6a0bef0ddbc836b87d82ca0f |
| MeCoQ | 21.2 | Not recorded | 6a0bef0ddbc836b87d82ca0f |
| SPQ | 23.5 | Not recorded | 6a0bef0ddbc836b87d82ca0f |
| SDC | 23.6 | Not recorded | 6a0bef0ddbc836b87d82ca0f |
| SPQ | 27.6 | Not recorded | 6a0bef0ddbc836b87d82ca0f |
| MeCoQ | 37.5 | Not recorded | 6a0bef0ddbc836b87d82ca0f |
| SDC | 38.6 | Not recorded | 6a0bef0ddbc836b87d82ca0f |
| SPQ | 45.5 | Not recorded | 6a0bef0ddbc836b87d82ca0f |
| SDC | 47.4 | Not recorded | 6a0bef0ddbc836b87d82ca0f |
| MeCoQ | 53.3 | Not recorded | 6a0bef0ddbc836b87d82ca0f |
| SPQ | 73.4 | Not recorded | 6a0bef0ddbc836b87d82ca0f |
| SPQ | 90.6 | Not recorded | 6a0bef0ddbc836b87d82ca0f |
| SPQ | 112.5 | Not recorded | 6a0bef0ddbc836b87d82ca0f |
| SDC | 118.4 | Not recorded | 6a0bef0ddbc836b87d82ca0f |
| MeCoQ | 127.8 | Not recorded | 6a0bef0ddbc836b87d82ca0f |

### CS3H

Collision Probability: 0.2. Result ID: 6a0c5d67fbc373592c03f5e3.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef0ddbc836b87d82ca0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0bef0ddbc836b87d82ca0f.md>)

Recorded evaluation configuration: {"# bits":"96","Evaluation protocol":"Unsupervised"}. This record does not assert independent reproduction.

### CS3H

Collision Probability: 0.2. Result ID: 6a0c5d67fbc373592c03f5e4.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef0ddbc836b87d82ca0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0bef0ddbc836b87d82ca0f.md>)

Recorded evaluation configuration: {"# bits":"96","Evaluation protocol":"Hard-unsupervised"}. This record does not assert independent reproduction.

### CS3H

Collision Probability: 0.43. Result ID: 6a0c5d67fbc373592c03f5dd.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef0ddbc836b87d82ca0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0bef0ddbc836b87d82ca0f.md>)

Recorded evaluation configuration: {"# bits":"48","Evaluation protocol":"Unsupervised"}. This record does not assert independent reproduction.

### CS3H

Collision Probability: 0.46. Result ID: 6a0c5d67fbc373592c03f5de.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef0ddbc836b87d82ca0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0bef0ddbc836b87d82ca0f.md>)

Recorded evaluation configuration: {"# bits":"48","Evaluation protocol":"Hard-unsupervised"}. This record does not assert independent reproduction.

### CS3H

Collision Probability: 2.16. Result ID: 6a0c5d67fbc373592c03f5d7.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef0ddbc836b87d82ca0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0bef0ddbc836b87d82ca0f.md>)

Recorded evaluation configuration: {"# bits":"32","Evaluation protocol":"Unsupervised"}. This record does not assert independent reproduction.

### CS3H

Collision Probability: 2.31. Result ID: 6a0c5d67fbc373592c03f5d8.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef0ddbc836b87d82ca0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0bef0ddbc836b87d82ca0f.md>)

Recorded evaluation configuration: {"# bits":"32","Evaluation protocol":"Hard-unsupervised"}. This record does not assert independent reproduction.

### CS3H

Collision Probability: 3.34. Result ID: 6a0c5d67fbc373592c03f5d2.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef0ddbc836b87d82ca0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0bef0ddbc836b87d82ca0f.md>)

Recorded evaluation configuration: {"# bits":"24","Evaluation protocol":"Hard-unsupervised"}. This record does not assert independent reproduction.

### CS3H

Collision Probability: 3.83. Result ID: 6a0c5d67fbc373592c03f5d1.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef0ddbc836b87d82ca0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0bef0ddbc836b87d82ca0f.md>)

Recorded evaluation configuration: {"# bits":"24","Evaluation protocol":"Unsupervised"}. This record does not assert independent reproduction.

### MeCoQ

Collision Probability: 4.4. Result ID: 6a0c5d67fbc373592c03f5e0.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef0ddbc836b87d82ca0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bf11e209131cea31099.md>)

Recorded evaluation configuration: {"# bits":"96","Evaluation protocol":"Unsupervised"}. This record does not assert independent reproduction.

### SPQ

Collision Probability: 4.5. Result ID: 6a0c5d67fbc373592c03f5e2.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef0ddbc836b87d82ca0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b9c1e209131cea2f4f0.md>)

Recorded evaluation configuration: {"# bits":"96","Evaluation protocol":"Hard-unsupervised"}. This record does not assert independent reproduction.

### SPQ

Collision Probability: 4.8. Result ID: 6a0c5d67fbc373592c03f5df.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef0ddbc836b87d82ca0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b9c1e209131cea2f4f0.md>)

Recorded evaluation configuration: {"# bits":"96","Evaluation protocol":"Unsupervised"}. This record does not assert independent reproduction.

### SDC

Collision Probability: 5.1. Result ID: 6a0c5d67fbc373592c03f5e1.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef0ddbc836b87d82ca0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70721e209131cea4b077.md>)

Recorded evaluation configuration: {"# bits":"96","Evaluation protocol":"Unsupervised"}. This record does not assert independent reproduction.

### CS3H

Collision Probability: 11.21. Result ID: 6a0c5d67fbc373592c03f5cb.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef0ddbc836b87d82ca0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0bef0ddbc836b87d82ca0f.md>)

Recorded evaluation configuration: {"# bits":"12","Evaluation protocol":"Unsupervised"}. This record does not assert independent reproduction.

### CS3H

Collision Probability: 11.3. Result ID: 6a0c5d67fbc373592c03f5cc.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef0ddbc836b87d82ca0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0bef0ddbc836b87d82ca0f.md>)

Recorded evaluation configuration: {"# bits":"12","Evaluation protocol":"Hard-unsupervised"}. This record does not assert independent reproduction.

### SPQ

Collision Probability: 14.5. Result ID: 6a0c5d67fbc373592c03f5dc.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef0ddbc836b87d82ca0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b9c1e209131cea2f4f0.md>)

Recorded evaluation configuration: {"# bits":"48","Evaluation protocol":"Hard-unsupervised"}. This record does not assert independent reproduction.

### SPQ

Collision Probability: 18.5. Result ID: 6a0c5d67fbc373592c03f5d9.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef0ddbc836b87d82ca0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b9c1e209131cea2f4f0.md>)

Recorded evaluation configuration: {"# bits":"48","Evaluation protocol":"Unsupervised"}. This record does not assert independent reproduction.

### MeCoQ

Collision Probability: 21.2. Result ID: 6a0c5d67fbc373592c03f5da.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef0ddbc836b87d82ca0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bf11e209131cea31099.md>)

Recorded evaluation configuration: {"# bits":"48","Evaluation protocol":"Unsupervised"}. This record does not assert independent reproduction.

### SPQ

Collision Probability: 23.5. Result ID: 6a0c5d67fbc373592c03f5d3.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef0ddbc836b87d82ca0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b9c1e209131cea2f4f0.md>)

Recorded evaluation configuration: {"# bits":"32","Evaluation protocol":"Unsupervised"}. This record does not assert independent reproduction.

### SDC

Collision Probability: 23.6. Result ID: 6a0c5d67fbc373592c03f5db.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef0ddbc836b87d82ca0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70721e209131cea4b077.md>)

Recorded evaluation configuration: {"# bits":"48","Evaluation protocol":"Unsupervised"}. This record does not assert independent reproduction.

### SPQ

Collision Probability: 27.6. Result ID: 6a0c5d67fbc373592c03f5d6.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef0ddbc836b87d82ca0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b9c1e209131cea2f4f0.md>)

Recorded evaluation configuration: {"# bits":"32","Evaluation protocol":"Hard-unsupervised"}. This record does not assert independent reproduction.

### MeCoQ

Collision Probability: 37.5. Result ID: 6a0c5d67fbc373592c03f5d4.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef0ddbc836b87d82ca0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bf11e209131cea31099.md>)

Recorded evaluation configuration: {"# bits":"32","Evaluation protocol":"Unsupervised"}. This record does not assert independent reproduction.

### SDC

Collision Probability: 38.6. Result ID: 6a0c5d67fbc373592c03f5d5.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef0ddbc836b87d82ca0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70721e209131cea4b077.md>)

Recorded evaluation configuration: {"# bits":"32","Evaluation protocol":"Unsupervised"}. This record does not assert independent reproduction.

### SPQ

Collision Probability: 45.5. Result ID: 6a0c5d67fbc373592c03f5cd.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef0ddbc836b87d82ca0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b9c1e209131cea2f4f0.md>)

Recorded evaluation configuration: {"# bits":"24","Evaluation protocol":"Unsupervised"}. This record does not assert independent reproduction.

### SDC

Collision Probability: 47.4. Result ID: 6a0c5d67fbc373592c03f5cf.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef0ddbc836b87d82ca0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70721e209131cea4b077.md>)

Recorded evaluation configuration: {"# bits":"24","Evaluation protocol":"Unsupervised"}. This record does not assert independent reproduction.

### MeCoQ

Collision Probability: 53.3. Result ID: 6a0c5d67fbc373592c03f5ce.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef0ddbc836b87d82ca0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bf11e209131cea31099.md>)

Recorded evaluation configuration: {"# bits":"24","Evaluation protocol":"Unsupervised"}. This record does not assert independent reproduction.

### SPQ

Collision Probability: 73.4. Result ID: 6a0c5d67fbc373592c03f5d0.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef0ddbc836b87d82ca0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b9c1e209131cea2f4f0.md>)

Recorded evaluation configuration: {"# bits":"24","Evaluation protocol":"Hard-unsupervised"}. This record does not assert independent reproduction.

### SPQ

Collision Probability: 90.6. Result ID: 6a0c5d67fbc373592c03f5ca.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef0ddbc836b87d82ca0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b9c1e209131cea2f4f0.md>)

Recorded evaluation configuration: {"# bits":"12","Evaluation protocol":"Hard-unsupervised"}. This record does not assert independent reproduction.

### SPQ

Collision Probability: 112.5. Result ID: 6a0c5d67fbc373592c03f5c7.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef0ddbc836b87d82ca0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b9c1e209131cea2f4f0.md>)

Recorded evaluation configuration: {"# bits":"12","Evaluation protocol":"Unsupervised"}. This record does not assert independent reproduction.

### SDC

Collision Probability: 118.4. Result ID: 6a0c5d67fbc373592c03f5c9.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef0ddbc836b87d82ca0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70721e209131cea4b077.md>)

Recorded evaluation configuration: {"# bits":"12","Evaluation protocol":"Unsupervised"}. This record does not assert independent reproduction.

### MeCoQ

Collision Probability: 127.8. Result ID: 6a0c5d67fbc373592c03f5c8.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef0ddbc836b87d82ca0f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bf11e209131cea31099.md>)

Recorded evaluation configuration: {"# bits":"12","Evaluation protocol":"Unsupervised"}. This record does not assert independent reproduction.

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