# 5-way 5-shot Cross-Domain Few-Shot Classification on MiniImageNet -\> CUB (test) Source: [5-way 5-shot Cross-Domain Few-Shot Classification on MiniImageNet -\> CUB (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:31:32.928Z Evaluation of 5-way, 5-shot cross-domain few-shot classification performance when transferring knowledge from MiniImageNet to the CUB test set, measured by accuracy. 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) | MiniImageNet -\> CUB 5-way 5-shot cross-domain (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 | | --- | --- | --- | --- | | PMCE | 70.79 | Not recorded | 69705de9e25ad2fa9d1ed7af | | LDP-net | 70.39 | Not recorded | 69705de9e25ad2fa9d1ed7af | | FLoR | 70.39 | Not recorded | 69705de9e25ad2fa9d1ed7af | | TA-MLA | 69.92 | Not recorded | 69705de9e25ad2fa9d1ed7af | | ProtoNet | 69.28 | Not recorded | 69705de9e25ad2fa9d1ed7af | | RelationNet | 68.98 | Not recorded | 69705de9e25ad2fa9d1ed7af | | StyleAdv | 68.72 | Not recorded | 69705de9e25ad2fa9d1ed7af | | GNN + FT | 66.98 | Not recorded | 69705de9e25ad2fa9d1ed7af | | MIFN+Ltri | 66.3 | Not recorded | 69705de9e25ad2fa9d1ed7af | | SimpleShot | 65.63 | Not recorded | 69705de9e25ad2fa9d1ed7af | | MIFN | 65.33 | Not recorded | 69705de9e25ad2fa9d1ed7af | | TPN-FAP | 64.17 | Not recorded | 69705de9e25ad2fa9d1ed7af | | MN + AFA | 59.46 | Not recorded | 69705de9e25ad2fa9d1ed7af | | MatchNet | 56.53 | Not recorded | 69705de9e25ad2fa9d1ed7af | | MAML | 54.18 | Not recorded | 69705de9e25ad2fa9d1ed7af | ### PMCE Accuracy: 70.79. Result ID: 6997a3975698665ec4f9b4ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Semantic":"Yes"}. This record does not assert independent reproduction. ### LDP-net Accuracy: 70.39. Result ID: 6997a3975698665ec4f9b4c4. [Reporting paper]() Recorded evaluation configuration: {"Semantic":"No"}. This record does not assert independent reproduction. ### FLoR Accuracy: 70.39. Result ID: 6997a3975698665ec4f9b4c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Semantic":"No"}. This record does not assert independent reproduction. ### TA-MLA Accuracy: 69.92. Result ID: 6997a3975698665ec4f9b4c9. [Reporting paper]() Recorded evaluation configuration: {"Semantic":"Yes"}. This record does not assert independent reproduction. ### ProtoNet Accuracy: 69.28. Result ID: 6997a3975698665ec4f9b4bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Semantic":"No"}. This record does not assert independent reproduction. ### RelationNet Accuracy: 68.98. Result ID: 6997a3975698665ec4f9b4bf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Semantic":"No"}. This record does not assert independent reproduction. ### StyleAdv Accuracy: 68.72. Result ID: 6997a3975698665ec4f9b4c3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Semantic":"No"}. This record does not assert independent reproduction. ### GNN + FT Accuracy: 66.98. Result ID: 6997a3975698665ec4f9b4c1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Semantic":"No"}. This record does not assert independent reproduction. ### MIFN+Ltri Accuracy: 66.3. Result ID: 6997a3975698665ec4f9b4c6. [Reporting paper]() Recorded evaluation configuration: {"Semantic":"Yes"}. This record does not assert independent reproduction. ### SimpleShot Accuracy: 65.63. Result ID: 6997a3975698665ec4f9b4c0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Semantic":"No"}. This record does not assert independent reproduction. ### MIFN Accuracy: 65.33. Result ID: 6997a3975698665ec4f9b4c5. [Reporting paper]() Recorded evaluation configuration: {"Semantic":"Yes"}. This record does not assert independent reproduction. ### TPN-FAP Accuracy: 64.17. Result ID: 6997a3975698665ec4f9b4c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Semantic":"Yes"}. This record does not assert independent reproduction. ### MN + AFA Accuracy: 59.46. Result ID: 6997a3975698665ec4f9b4c2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Semantic":"No"}. This record does not assert independent reproduction. ### MatchNet Accuracy: 56.53. Result ID: 6997a3975698665ec4f9b4bc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Semantic":"No"}. This record does not assert independent reproduction. ### MAML Accuracy: 54.18. Result ID: 6997a3975698665ec4f9b4be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Semantic":"No"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.