# Few-shot classification on LFWA Cross-Domain (meta-test) Source: [Few-shot classification on LFWA Cross-Domain (meta-test)]() Collection index: [llms.txt]() Data updated: 2026-06-30T10:43:02.414Z Evaluation of Few-shot Classification performance on the meta-test split of the LFWA Cross-Domain 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 | Few-shot classification | | Dataset (including any stated split) | LFWA Cross-Domain (meta-test) | | Metric | Accuracy | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Supervised-All | 75.3 | Not recorded | 68fa77621e209131cea72db9 | | Supervised-All | 73 | Not recorded | 68fa77621e209131cea72db9 | | Supervised-Original | 71.6 | Not recorded | 68fa77621e209131cea72db9 | | Supervised-Original | 69.1 | Not recorded | 68fa77621e209131cea72db9 | | DRESS | 68.3 | Not recorded | 68fa77621e209131cea72db9 | | CACTUS-DC | 67.1 | Not recorded | 68fa77621e209131cea72db9 | | DRESS | 66.6 | Not recorded | 68fa77621e209131cea72db9 | | PTFT | 65.7 | Not recorded | 68fa77621e209131cea72db9 | | CACTUS-DINO | 65.4 | Not recorded | 68fa77621e209131cea72db9 | | CACTUS-DINO | 65.3 | Not recorded | 68fa77621e209131cea72db9 | | CACTUS-DC | 63.9 | Not recorded | 68fa77621e209131cea72db9 | | PTFT | 62.7 | Not recorded | 68fa77621e209131cea72db9 | | FSDA | 62 | Not recorded | 68fa77621e209131cea72db9 | | FSDA | 61.8 | Not recorded | 68fa77621e209131cea72db9 | | Meta-GMVAE | 61.7 | Not recorded | 68fa77621e209131cea72db9 | | PsCo | 61.5 | Not recorded | 68fa77621e209131cea72db9 | | Meta-GMVAE | 59.4 | Not recorded | 68fa77621e209131cea72db9 | | PsCo | 59 | Not recorded | 68fa77621e209131cea72db9 | ### Supervised-All Accuracy: 75.3. Result ID: 6a439d9bfbc373592c96dde8. [Reporting paper]() Recorded evaluation configuration: {"Shot":"10"}. This record does not assert independent reproduction. ### Supervised-All Accuracy: 73. Result ID: 6a439d9bfbc373592c96dde7. [Reporting paper]() Recorded evaluation configuration: {"Shot":"5"}. This record does not assert independent reproduction. ### Supervised-Original Accuracy: 71.6. Result ID: 6a439d9bfbc373592c96dde6. [Reporting paper]() Recorded evaluation configuration: {"Shot":"10"}. This record does not assert independent reproduction. ### Supervised-Original Accuracy: 69.1. Result ID: 6a439d9bfbc373592c96dde5. [Reporting paper]() Recorded evaluation configuration: {"Shot":"5"}. This record does not assert independent reproduction. ### DRESS Accuracy: 68.3. Result ID: 6a439d9bfbc373592c96ddf6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shot":"10"}. This record does not assert independent reproduction. ### CACTUS-DC Accuracy: 67.1. Result ID: 6a439d9bfbc373592c96ddf2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot":"10"}. This record does not assert independent reproduction. ### DRESS Accuracy: 66.6. Result ID: 6a439d9bfbc373592c96ddf5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shot":"5"}. This record does not assert independent reproduction. ### PTFT Accuracy: 65.7. Result ID: 6a439d9bfbc373592c96ddec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shot":"10"}. This record does not assert independent reproduction. ### CACTUS-DINO Accuracy: 65.4. Result ID: 6a439d9bfbc373592c96ddf4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot":"10"}. This record does not assert independent reproduction. ### CACTUS-DINO Accuracy: 65.3. Result ID: 6a439d9bfbc373592c96ddf3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot":"5"}. This record does not assert independent reproduction. ### CACTUS-DC Accuracy: 63.9. Result ID: 6a439d9bfbc373592c96ddf1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot":"5"}. This record does not assert independent reproduction. ### PTFT Accuracy: 62.7. Result ID: 6a439d9bfbc373592c96ddeb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shot":"5"}. This record does not assert independent reproduction. ### FSDA Accuracy: 62. Result ID: 6a439d9bfbc373592c96ddea. [Reporting paper]() Recorded evaluation configuration: {"Shot":"10"}. This record does not assert independent reproduction. ### FSDA Accuracy: 61.8. Result ID: 6a439d9bfbc373592c96dde9. [Reporting paper]() Recorded evaluation configuration: {"Shot":"5"}. This record does not assert independent reproduction. ### Meta-GMVAE Accuracy: 61.7. Result ID: 6a439d9bfbc373592c96ddee. [Reporting paper]() Recorded evaluation configuration: {"Shot":"10"}. This record does not assert independent reproduction. ### PsCo Accuracy: 61.5. Result ID: 6a439d9bfbc373592c96ddf0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot":"10"}. This record does not assert independent reproduction. ### Meta-GMVAE Accuracy: 59.4. Result ID: 6a439d9bfbc373592c96dded. [Reporting paper]() Recorded evaluation configuration: {"Shot":"5"}. This record does not assert independent reproduction. ### PsCo Accuracy: 59. Result ID: 6a439d9bfbc373592c96ddef. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shot":"5"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.