# Classification on CUB-200 unseen (test) Source: [Classification on CUB-200 unseen (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:27:36.122Z Evaluation of standard Classification performance on the unseen test split of the CUB-200 dataset. 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 | Classification | | Dataset (including any stated split) | CUB-200 unseen (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 26 of 26 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | AM3-ProtoNets | 79.9 | Not recorded | 68fa67171e209131cea140f0 | | AM3-TADAM | 79.7 | Not recorded | 68fa67171e209131cea140f0 | | TADAM | 78.6 | Not recorded | 68fa67171e209131cea140f0 | | ProtoNets | 76.4 | Not recorded | 68fa67171e209131cea140f0 | | AM3-TADAM | 74.1 | Not recorded | 68fa67171e209131cea140f0 | | f-CLSWGAN | 73.7 | Not recorded | 68fa67171e209131cea140f0 | | AM3-ProtoNets | 73.6 | Not recorded | 68fa67171e209131cea140f0 | | CADA-VAE | 71.9 | Not recorded | 68fa67171e209131cea140f0 | | VZSL | 70 | Not recorded | 68fa67171e209131cea140f0 | | TADAM | 69.2 | Not recorded | 68fa67171e209131cea140f0 | | ProtoNets | 68.8 | Not recorded | 68fa67171e209131cea140f0 | | CADA-VAE | 64.9 | Not recorded | 68fa67171e209131cea140f0 | | f-CLSWGAN | 64.7 | Not recorded | 68fa67171e209131cea140f0 | | ReViSE | 63.7 | Not recorded | 68fa67171e209131cea140f0 | | f-CLSWGAN | 62.1 | Not recorded | 68fa67171e209131cea140f0 | | CBPL | 61.9 | Not recorded | 68fa67171e209131cea140f0 | | CADA-VAE | 61.7 | Not recorded | 68fa67171e209131cea140f0 | | VZSL | 60.8 | Not recorded | 68fa67171e209131cea140f0 | | DeViSE | 60.4 | Not recorded | 68fa67171e209131cea140f0 | | VZSL | 57.4 | Not recorded | 68fa67171e209131cea140f0 | | ReViSE | 56.3 | Not recorded | 68fa67171e209131cea140f0 | | ReViSE | 55.2 | Not recorded | 68fa67171e209131cea140f0 | | DeViSE | 54.7 | Not recorded | 68fa67171e209131cea140f0 | | DeViSE | 52 | Not recorded | 68fa67171e209131cea140f0 | | AM3-ProtoNets | 51.3 | Not recorded | 68fa67171e209131cea140f0 | | AM3-TADAM | 50.7 | Not recorded | 68fa67171e209131cea140f0 | ### AM3-ProtoNets Accuracy: 79.9. Result ID: 698d16f88b517eb4331ef222. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shots":5}. This record does not assert independent reproduction. ### AM3-TADAM Accuracy: 79.7. Result ID: 698d16f88b517eb4331ef227. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shots":5}. This record does not assert independent reproduction. ### TADAM Accuracy: 78.6. Result ID: 698d16f88b517eb4331ef224. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shots":5}. This record does not assert independent reproduction. ### ProtoNets Accuracy: 76.4. Result ID: 698d16f88b517eb4331ef21f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":5}. This record does not assert independent reproduction. ### AM3-TADAM Accuracy: 74.1. Result ID: 698d16f88b517eb4331ef226. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shots":1}. This record does not assert independent reproduction. ### f-CLSWGAN Accuracy: 73.7. Result ID: 698d16f88b517eb4331ef21a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":5}. This record does not assert independent reproduction. ### AM3-ProtoNets Accuracy: 73.6. Result ID: 698d16f88b517eb4331ef221. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shots":1}. This record does not assert independent reproduction. ### CADA-VAE Accuracy: 71.9. Result ID: 698d16f88b517eb4331ef21d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shots":5}. This record does not assert independent reproduction. ### VZSL Accuracy: 70. Result ID: 698d16f88b517eb4331ef216. [Reporting paper]() Recorded evaluation configuration: {"shots":5}. This record does not assert independent reproduction. ### TADAM Accuracy: 69.2. Result ID: 698d16f88b517eb4331ef223. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shots":1}. This record does not assert independent reproduction. ### ProtoNets Accuracy: 68.8. Result ID: 698d16f88b517eb4331ef21e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":1}. This record does not assert independent reproduction. ### CADA-VAE Accuracy: 64.9. Result ID: 698d16f88b517eb4331ef21c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shots":1}. This record does not assert independent reproduction. ### f-CLSWGAN Accuracy: 64.7. Result ID: 698d16f88b517eb4331ef219. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":1}. This record does not assert independent reproduction. ### ReViSE Accuracy: 63.7. Result ID: 698d16f88b517eb4331ef213. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":5}. This record does not assert independent reproduction. ### f-CLSWGAN Accuracy: 62.1. Result ID: 698d16f88b517eb4331ef218. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":0}. This record does not assert independent reproduction. ### CBPL Accuracy: 61.9. Result ID: 698d16f88b517eb4331ef217. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":0}. This record does not assert independent reproduction. ### CADA-VAE Accuracy: 61.7. Result ID: 698d16f88b517eb4331ef21b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shots":0}. This record does not assert independent reproduction. ### VZSL Accuracy: 60.8. Result ID: 698d16f88b517eb4331ef215. [Reporting paper]() Recorded evaluation configuration: {"shots":1}. This record does not assert independent reproduction. ### DeViSE Accuracy: 60.4. Result ID: 698d16f88b517eb4331ef210. [Reporting paper]() Recorded evaluation configuration: {"shots":5}. This record does not assert independent reproduction. ### VZSL Accuracy: 57.4. Result ID: 698d16f88b517eb4331ef214. [Reporting paper]() Recorded evaluation configuration: {"shots":0}. This record does not assert independent reproduction. ### ReViSE Accuracy: 56.3. Result ID: 698d16f88b517eb4331ef212. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":1}. This record does not assert independent reproduction. ### ReViSE Accuracy: 55.2. Result ID: 698d16f88b517eb4331ef211. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"shots":0}. This record does not assert independent reproduction. ### DeViSE Accuracy: 54.7. Result ID: 698d16f88b517eb4331ef20f. [Reporting paper]() Recorded evaluation configuration: {"shots":1}. This record does not assert independent reproduction. ### DeViSE Accuracy: 52. Result ID: 698d16f88b517eb4331ef20e. [Reporting paper]() Recorded evaluation configuration: {"shots":0}. This record does not assert independent reproduction. ### AM3-ProtoNets Accuracy: 51.3. Result ID: 698d16f88b517eb4331ef220. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shots":0}. This record does not assert independent reproduction. ### AM3-TADAM Accuracy: 50.7. Result ID: 698d16f88b517eb4331ef225. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shots":0}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.