# Cross-Category Fine-Grained Sketch-Based Image Retrieval on Sketchy (test)

Source: [Cross-Category Fine-Grained Sketch-Based Image Retrieval on Sketchy (test)](<https://www.sota2.com/research/sota/cross-category-fine-grained-sketch-based-image-retrieval-on-sketchy-test>)

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

Data updated: 2026-02-26T05:26:56.148Z

Evaluation of Cross-Category Fine-Grained Sketch-Based Image Retrieval performance on the test split of the Sketchy dataset, measured using Top-K retrieval 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 | Cross-Category Fine-Grained Sketch-Based Image Retrieval |
| Dataset (including any stated split) | Sketchy (test) |
| Metric | Acc@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [Acc@1](<https://www.sota2.com/research/sota/cross-category-fine-grained-sketch-based-image-retrieval-on-sketchy-test.md?metric=Acc%401>): Higher is better; unit: PERCENT.

- [Acc@5](<https://www.sota2.com/research/sota/cross-category-fine-grained-sketch-based-image-retrieval-on-sketchy-test.md?metric=Acc%405>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Acc@1 | Result date | Report paper |
| --- | --- | --- | --- |
| sketch-enabled object detection framework | 27.6 | Not recorded | 68fa71021e209131cea4e7cf |
| CCD | 22.6 | Not recorded | 68fa71021e209131cea4e7cf |
| sketch-enabled object detection framework | 21 | Not recorded | 68fa71021e209131cea4e7cf |
| CDG | 20.1 | Not recorded | 68fa71021e209131cea4e7cf |
| CCD | 16.3 | Not recorded | 68fa71021e209131cea4e7cf |
| sketch-enabled object detection framework | 14.7 | Not recorded | 68fa71021e209131cea4e7cf |
| CDG | 14.6 | Not recorded | 68fa71021e209131cea4e7cf |
| CCD | 9.2 | Not recorded | 68fa71021e209131cea4e7cf |
| CDG | 7.9 | Not recorded | 68fa71021e209131cea4e7cf |

### sketch-enabled object detection framework

Acc@1: 27.6. Result ID: 69916a923a6c31484907fedf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71021e209131cea4e7cf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71021e209131cea4e7cf.md>)

[Implementation](<https://pinakinathc.github.io/sketch-detect>)

Recorded evaluation configuration: {"Train percentage":"100%","Zero-shot":true}. This record does not assert independent reproduction.

### CCD

Acc@1: 22.6. Result ID: 69916a923a6c31484907fede.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71021e209131cea4e7cf.md>)

Recorded evaluation configuration: {"Train percentage":"100%","Zero-shot":true}. This record does not assert independent reproduction.

### sketch-enabled object detection framework

Acc@1: 21. Result ID: 69916a923a6c31484907fee2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71021e209131cea4e7cf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71021e209131cea4e7cf.md>)

[Implementation](<https://pinakinathc.github.io/sketch-detect>)

Recorded evaluation configuration: {"Train percentage":"70%","Zero-shot":true}. This record does not assert independent reproduction.

### CDG

Acc@1: 20.1. Result ID: 69916a923a6c31484907fedd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71021e209131cea4e7cf.md>)

Recorded evaluation configuration: {"Train percentage":"100%","Zero-shot":true}. This record does not assert independent reproduction.

### CCD

Acc@1: 16.3. Result ID: 69916a923a6c31484907fee1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71021e209131cea4e7cf.md>)

Recorded evaluation configuration: {"Train percentage":"70%","Zero-shot":true}. This record does not assert independent reproduction.

### sketch-enabled object detection framework

Acc@1: 14.7. Result ID: 69916a923a6c31484907fee5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71021e209131cea4e7cf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71021e209131cea4e7cf.md>)

[Implementation](<https://pinakinathc.github.io/sketch-detect>)

Recorded evaluation configuration: {"Train percentage":"50%","Zero-shot":true}. This record does not assert independent reproduction.

### CDG

Acc@1: 14.6. Result ID: 69916a923a6c31484907fee0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71021e209131cea4e7cf.md>)

Recorded evaluation configuration: {"Train percentage":"70%","Zero-shot":true}. This record does not assert independent reproduction.

### CCD

Acc@1: 9.2. Result ID: 69916a923a6c31484907fee4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71021e209131cea4e7cf.md>)

Recorded evaluation configuration: {"Train percentage":"50%","Zero-shot":true}. This record does not assert independent reproduction.

### CDG

Acc@1: 7.9. Result ID: 69916a923a6c31484907fee3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71021e209131cea4e7cf.md>)

Recorded evaluation configuration: {"Train percentage":"50%","Zero-shot":true}. This record does not assert independent reproduction.

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