# Zero-Shot Sketch-Based Image Retrieval on TU-Berlin Source: [Zero-Shot Sketch-Based Image Retrieval on TU-Berlin]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:10:04.540Z Evaluation of Zero-Shot Sketch-Based Image Retrieval performance on the standard TU-Berlin dataset, measured using mAP@all and P@100. 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 Sketch-Based Image Retrieval | | Dataset (including any stated split) | TU-Berlin | | Metric | mAP@all | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [mAP@all](): Higher is better; unit: PERCENT. - [P@100](): Higher is better; unit: PERCENT. ## Recorded results | Method | mAP@all | Result date | Report paper | | --- | --- | --- | --- | | CLIP for ZS-SBIR (Ours) | 65.1 | Not recorded | 68fa6edf1e209131cea428d4 | | B-Deep | 63.7 | Not recorded | 68fa6edf1e209131cea428d4 | | B-IP | 62.8 | Not recorded | 68fa6edf1e209131cea428d4 | | B-MM | 60.4 | Not recorded | 68fa6edf1e209131cea428d4 | | B-Cond | 56.2 | Not recorded | 68fa6edf1e209131cea428d4 | | ZS-Sketch3T | 50.7 | Not recorded | 68fa6edf1e209131cea428d4 | | ZS-PSKD\[VIT\] | 50.2 | Not recorded | 68fa6edf1e209131cea428d4 | | ZS-TCN | 49.5 | Not recorded | 68fa6edf1e209131cea428d4 | | ZS-TVT | 48.4 | Not recorded | 68fa6edf1e209131cea428d4 | | ZS-SAKE | 47.5 | Not recorded | 68fa6edf1e209131cea428d4 | | ZS-IIAE | 41.2 | Not recorded | 68fa6edf1e209131cea428d4 | | B-Lin | 39.8 | Not recorded | 68fa6edf1e209131cea428d4 | | ZS-CCGAN | 29.7 | Not recorded | 68fa6edf1e209131cea428d4 | | ZS-GRL | 11 | Not recorded | 68fa6edf1e209131cea428d4 | | ZS-GCN | 11 | Not recorded | 68fa6edf1e209131cea428d4 | | ZS-CAAE | 0.5 | Not recorded | 68fa6edf1e209131cea428d4 | | ZS-CVAE | 0.5 | Not recorded | 68fa6edf1e209131cea428d4 | | B-FT | 0.3 | Not recorded | 68fa6edf1e209131cea428d4 | ### CLIP for ZS-SBIR (Ours) mAP@all: 65.1. Result ID: 699076da3a6c31484900c0ec. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### B-Deep mAP@all: 63.7. Result ID: 699076da3a6c31484900c0eb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### B-IP mAP@all: 62.8. Result ID: 699076da3a6c31484900c0e9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### B-MM mAP@all: 60.4. Result ID: 699076da3a6c31484900c0ea. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### B-Cond mAP@all: 56.2. Result ID: 699076da3a6c31484900c0e8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ZS-Sketch3T mAP@all: 50.7. Result ID: 699076da3a6c31484900c0e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ZS-PSKD\[VIT\] mAP@all: 50.2. Result ID: 699076da3a6c31484900c0e4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ZS-TCN mAP@all: 49.5. Result ID: 699076da3a6c31484900c0e2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ZS-TVT mAP@all: 48.4. Result ID: 699076da3a6c31484900c0e3. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ZS-SAKE mAP@all: 47.5. Result ID: 699076da3a6c31484900c0df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ZS-IIAE mAP@all: 41.2. Result ID: 699076da3a6c31484900c0e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### B-Lin mAP@all: 39.8. Result ID: 699076da3a6c31484900c0e7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ZS-CCGAN mAP@all: 29.7. Result ID: 699076da3a6c31484900c0dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ZS-GRL mAP@all: 11. Result ID: 699076da3a6c31484900c0de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ZS-GCN mAP@all: 11. Result ID: 699076da3a6c31484900c0e0. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ZS-CAAE mAP@all: 0.5. Result ID: 699076da3a6c31484900c0db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ZS-CVAE mAP@all: 0.5. Result ID: 699076da3a6c31484900c0dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### B-FT mAP@all: 0.3. Result ID: 699076da3a6c31484900c0e6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.