# Zero-shot image retrieval on ForestNet-12 Source: [Zero-shot image retrieval on ForestNet-12]() Collection index: [llms.txt]() Data updated: 2026-03-20T08:06:12.350Z Evaluation of zero-shot image retrieval performance on the ForestNet-12 dataset, measured using mAP@20. 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 image retrieval | | Dataset (including any stated split) | ForestNet-12 | | Metric | mAP@20 | | 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@20](): Higher is better; unit: PERCENT. ## Recorded results | Method | mAP@20 | Result date | Report paper | | --- | --- | --- | --- | | DynamicVis-L | 44.86 | Not recorded | 68fa77811e209131cea73a61 | | DynamicVis-L | 44.71 | Not recorded | 68fa77811e209131cea73a61 | | Prithvi | 44.51 | Not recorded | 68fa77811e209131cea73a61 | | DynamicVis-B | 44.15 | Not recorded | 68fa77811e209131cea73a61 | | DynamicVis-B | 43.94 | Not recorded | 68fa77811e209131cea73a61 | | Prithvi | 43.28 | Not recorded | 68fa77811e209131cea73a61 | | Prithvi | 41.49 | Not recorded | 68fa77811e209131cea73a61 | | ViT-B | 39.19 | Not recorded | 68fa77811e209131cea73a61 | | ViT-B | 38.92 | Not recorded | 68fa77811e209131cea73a61 | | Prithvi | 38.65 | Not recorded | 68fa77811e209131cea73a61 | | Prithvi | 38.11 | Not recorded | 68fa77811e209131cea73a61 | | SatMAE | 37.61 | Not recorded | 68fa77811e209131cea73a61 | | DynamicVis-L | 36.98 | Not recorded | 68fa77811e209131cea73a61 | | DynamicVis-B | 36.5 | Not recorded | 68fa77811e209131cea73a61 | | SatMAE | 36.49 | Not recorded | 68fa77811e209131cea73a61 | | ViT-B | 33.6 | Not recorded | 68fa77811e209131cea73a61 | | Prithvi | 32.58 | Not recorded | 68fa77811e209131cea73a61 | | SatMAE | 30.79 | Not recorded | 68fa77811e209131cea73a61 | ### DynamicVis-L mAP@20: 44.86. Result ID: 69bcffeb47f34ce924a6e1b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Band":"RGB","Method":"Embedding"}. This record does not assert independent reproduction. ### DynamicVis-L mAP@20: 44.71. Result ID: 69bcffeb47f34ce924a6e1b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Band":"RGB","Method":"Binary emb."}. This record does not assert independent reproduction. ### Prithvi mAP@20: 44.51. Result ID: 69bcffeb47f34ce924a6e1a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Band":"all","Method":"Embedding"}. This record does not assert independent reproduction. ### DynamicVis-B mAP@20: 44.15. Result ID: 69bcffeb47f34ce924a6e1b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Band":"RGB","Method":"Embedding"}. This record does not assert independent reproduction. ### DynamicVis-B mAP@20: 43.94. Result ID: 69bcffeb47f34ce924a6e1b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Band":"RGB","Method":"Binary emb."}. This record does not assert independent reproduction. ### Prithvi mAP@20: 43.28. Result ID: 69bcffeb47f34ce924a6e1aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Band":"all","Method":"Binary emb."}. This record does not assert independent reproduction. ### Prithvi mAP@20: 41.49. Result ID: 69bcffeb47f34ce924a6e1ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Band":"all","Method":"64-bit hash"}. This record does not assert independent reproduction. ### ViT-B mAP@20: 39.19. Result ID: 69bcffeb47f34ce924a6e1b3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Band":"RGB","Method":"Binary emb."}. This record does not assert independent reproduction. ### ViT-B mAP@20: 38.92. Result ID: 69bcffeb47f34ce924a6e1b2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Band":"RGB","Method":"Embedding"}. This record does not assert independent reproduction. ### Prithvi mAP@20: 38.65. Result ID: 69bcffeb47f34ce924a6e1af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Band":"RGB","Method":"Embedding"}. This record does not assert independent reproduction. ### Prithvi mAP@20: 38.11. Result ID: 69bcffeb47f34ce924a6e1b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Band":"RGB","Method":"Binary emb."}. This record does not assert independent reproduction. ### SatMAE mAP@20: 37.61. Result ID: 69bcffeb47f34ce924a6e1ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Band":"all","Method":"Embedding"}. This record does not assert independent reproduction. ### DynamicVis-L mAP@20: 36.98. Result ID: 69bcffeb47f34ce924a6e1ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Band":"RGB","Method":"64-bit hash"}. This record does not assert independent reproduction. ### DynamicVis-B mAP@20: 36.5. Result ID: 69bcffeb47f34ce924a6e1b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Band":"RGB","Method":"64-bit hash"}. This record does not assert independent reproduction. ### SatMAE mAP@20: 36.49. Result ID: 69bcffeb47f34ce924a6e1ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Band":"all","Method":"Binary emb."}. This record does not assert independent reproduction. ### ViT-B mAP@20: 33.6. Result ID: 69bcffeb47f34ce924a6e1b4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Band":"RGB","Method":"64-bit hash"}. This record does not assert independent reproduction. ### Prithvi mAP@20: 32.58. Result ID: 69bcffeb47f34ce924a6e1b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Band":"RGB","Method":"64-bit hash"}. This record does not assert independent reproduction. ### SatMAE mAP@20: 30.79. Result ID: 69bcffeb47f34ce924a6e1ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Band":"all","Method":"64-bit hash"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.