# Cross-category Fine-Grained Zero-Shot Sketch-Based Image Retrieval on Sketchy Source: [Cross-category Fine-Grained Zero-Shot Sketch-Based Image Retrieval on Sketchy]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:40.913Z Evaluation of Cross-category Fine-Grained Zero-Shot Sketch-Based Image Retrieval performance on the Sketchy dataset, measured using Top-1 and Top-5 accuracy. 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 Zero-Shot Sketch-Based Image Retrieval | | Dataset (including any stated split) | Sketchy | | Metric | Top-1 Acc | | 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 - [Top-1 Acc](): Higher is better; unit: PERCENT. - [Top-5 Acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Acc | Result date | Report paper | | --- | --- | --- | --- | | CLIP for FG-ZS-SBIR (Ours) | 28.68 | Not recorded | 68fa6edf1e209131cea428d4 | | B-FG-Deep | 27.62 | Not recorded | 68fa6edf1e209131cea428d4 | | B-FG-MM | 27.16 | Not recorded | 68fa6edf1e209131cea428d4 | | B-FG-IP | 26.69 | Not recorded | 68fa6edf1e209131cea428d4 | | B-FG-Cond | 25.98 | Not recorded | 68fa6edf1e209131cea428d4 | | CC-DG | 22.6 | Not recorded | 68fa6edf1e209131cea428d4 | | B-FG-Lin | 15.75 | Not recorded | 68fa6edf1e209131cea428d4 | | Cross-GRAD | 13.4 | Not recorded | 68fa6edf1e209131cea428d4 | | B-FG-FT | 1.23 | Not recorded | 68fa6edf1e209131cea428d4 | ### CLIP for FG-ZS-SBIR (Ours) Top-1 Acc: 28.68. Result ID: 699076da3a6c31484900c101. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16 (CLIP)","Prompting Strategy":"Fine-tuned Layer-Norm prompts"}. This record does not assert independent reproduction. ### B-FG-Deep Top-1 Acc: 27.62. Result ID: 699076da3a6c31484900c100. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16 (CLIP)","Prompting Strategy":"Deep Prompting"}. This record does not assert independent reproduction. ### B-FG-MM Top-1 Acc: 27.16. Result ID: 699076da3a6c31484900c0ff. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16 (CLIP)","Prompting Strategy":"Multi-modal Prompting"}. This record does not assert independent reproduction. ### B-FG-IP Top-1 Acc: 26.69. Result ID: 699076da3a6c31484900c0fe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16 (CLIP)","Prompting Strategy":"Independent Prompting"}. This record does not assert independent reproduction. ### B-FG-Cond Top-1 Acc: 25.98. Result ID: 699076da3a6c31484900c0fd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16 (CLIP)","Prompting Strategy":"Conditional Prompting (ResNet-18)"}. This record does not assert independent reproduction. ### CC-DG Top-1 Acc: 22.6. Result ID: 699076da3a6c31484900c0fa. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Cross-category FG-ZS-SBIR"}. This record does not assert independent reproduction. ### B-FG-Lin Top-1 Acc: 15.75. Result ID: 699076da3a6c31484900c0fc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16 (CLIP)","Prompting Strategy":"Linear Probe"}. This record does not assert independent reproduction. ### Cross-GRAD Top-1 Acc: 13.4. Result ID: 699076da3a6c31484900c0f9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Cross-category FG-ZS-SBIR"}. This record does not assert independent reproduction. ### B-FG-FT Top-1 Acc: 1.23. Result ID: 699076da3a6c31484900c0fb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16 (CLIP)","Prompting Strategy":"Fine-tune Image Encoder"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.