# Zero-shot image retrieval on ForestNet-4 Source: [Zero-shot image retrieval on ForestNet-4]() Collection index: [llms.txt]() Data updated: 2026-03-20T08:06:12.385Z Evaluation of zero-shot image retrieval performance on the ForestNet-4 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-4 | | 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 | 63.59 | Not recorded | 68fa77811e209131cea73a61 | | DynamicVis-L | 63.28 | Not recorded | 68fa77811e209131cea73a61 | | DynamicVis-B | 62.92 | Not recorded | 68fa77811e209131cea73a61 | | DynamicVis-B | 62.64 | Not recorded | 68fa77811e209131cea73a61 | | Prithvi | 60.76 | Not recorded | 68fa77811e209131cea73a61 | | Prithvi | 59.85 | Not recorded | 68fa77811e209131cea73a61 | | ViT-B | 57.01 | Not recorded | 68fa77811e209131cea73a61 | | DynamicVis-L | 56.86 | Not recorded | 68fa77811e209131cea73a61 | | ViT-B | 56.49 | Not recorded | 68fa77811e209131cea73a61 | | DynamicVis-B | 56.31 | Not recorded | 68fa77811e209131cea73a61 | | Prithvi | 55.93 | Not recorded | 68fa77811e209131cea73a61 | | Prithvi | 53.85 | Not recorded | 68fa77811e209131cea73a61 | | Prithvi | 53.31 | Not recorded | 68fa77811e209131cea73a61 | | SatMAE | 53.04 | Not recorded | 68fa77811e209131cea73a61 | | SatMAE | 52.94 | Not recorded | 68fa77811e209131cea73a61 | | ViT-B | 49.63 | Not recorded | 68fa77811e209131cea73a61 | | Prithvi | 48.2 | Not recorded | 68fa77811e209131cea73a61 | | SatMAE | 47.19 | Not recorded | 68fa77811e209131cea73a61 | ### DynamicVis-L mAP@20: 63.59. Result ID: 69bcffeb47f34ce924a6e1ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Band":"RGB","Method":"Embedding"}. This record does not assert independent reproduction. ### DynamicVis-L mAP@20: 63.28. Result ID: 69bcffeb47f34ce924a6e1cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Band":"RGB","Method":"Binary emb."}. This record does not assert independent reproduction. ### DynamicVis-B mAP@20: 62.92. Result ID: 69bcffeb47f34ce924a6e1c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Band":"RGB","Method":"Embedding"}. This record does not assert independent reproduction. ### DynamicVis-B mAP@20: 62.64. Result ID: 69bcffeb47f34ce924a6e1c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Band":"RGB","Method":"Binary emb."}. This record does not assert independent reproduction. ### Prithvi mAP@20: 60.76. Result ID: 69bcffeb47f34ce924a6e1bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Band":"all","Method":"Embedding"}. This record does not assert independent reproduction. ### Prithvi mAP@20: 59.85. Result ID: 69bcffeb47f34ce924a6e1bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Band":"all","Method":"Binary emb."}. This record does not assert independent reproduction. ### ViT-B mAP@20: 57.01. Result ID: 69bcffeb47f34ce924a6e1c5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Band":"RGB","Method":"Binary emb."}. This record does not assert independent reproduction. ### DynamicVis-L mAP@20: 56.86. Result ID: 69bcffeb47f34ce924a6e1cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Band":"RGB","Method":"64-bit hash"}. This record does not assert independent reproduction. ### ViT-B mAP@20: 56.49. Result ID: 69bcffeb47f34ce924a6e1c4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Band":"RGB","Method":"Embedding"}. This record does not assert independent reproduction. ### DynamicVis-B mAP@20: 56.31. Result ID: 69bcffeb47f34ce924a6e1c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Band":"RGB","Method":"64-bit hash"}. This record does not assert independent reproduction. ### Prithvi mAP@20: 55.93. Result ID: 69bcffeb47f34ce924a6e1bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Band":"all","Method":"64-bit hash"}. This record does not assert independent reproduction. ### Prithvi mAP@20: 53.85. Result ID: 69bcffeb47f34ce924a6e1c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Band":"RGB","Method":"Embedding"}. This record does not assert independent reproduction. ### Prithvi mAP@20: 53.31. Result ID: 69bcffeb47f34ce924a6e1c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Band":"RGB","Method":"Binary emb."}. This record does not assert independent reproduction. ### SatMAE mAP@20: 53.04. Result ID: 69bcffeb47f34ce924a6e1bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Band":"all","Method":"Binary emb."}. This record does not assert independent reproduction. ### SatMAE mAP@20: 52.94. Result ID: 69bcffeb47f34ce924a6e1be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Band":"all","Method":"Embedding"}. This record does not assert independent reproduction. ### ViT-B mAP@20: 49.63. Result ID: 69bcffeb47f34ce924a6e1c6. [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: 48.2. Result ID: 69bcffeb47f34ce924a6e1c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Band":"RGB","Method":"64-bit hash"}. This record does not assert independent reproduction. ### SatMAE mAP@20: 47.19. Result ID: 69bcffeb47f34ce924a6e1c0. [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.