# Few-shot classification on CUB cross-domain from tiered-ImageNet Source: [Few-shot classification on CUB cross-domain from tiered-ImageNet]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:28:31.200Z Evaluation of Few-shot Classification performance on the CUB dataset when tested in a cross-domain setting derived from tiered-ImageNet. 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) | CUB cross-domain from tiered-ImageNet | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 | | --- | --- | --- | --- | | ProtoNet + SiMT | 75.97 | Not recorded | 68fa6d9d1e209131cea3ac96 | | ProtoNet | 74.35 | Not recorded | 68fa6d9d1e209131cea3ac96 | | MetaSGD + SiMT | 73.93 | Not recorded | 68fa6d9d1e209131cea3ac96 | | MetaSGD | 70.38 | Not recorded | 68fa6d9d1e209131cea3ac96 | | MAML + SiMT | 67.58 | Not recorded | 68fa6d9d1e209131cea3ac96 | | ANIL + SiMT | 66.3 | Not recorded | 68fa6d9d1e209131cea3ac96 | | MAML | 65 | Not recorded | 68fa6d9d1e209131cea3ac96 | | ANIL | 62.48 | Not recorded | 68fa6d9d1e209131cea3ac96 | | ProtoNet + SiMT | 48.89 | Not recorded | 68fa6d9d1e209131cea3ac96 | | ProtoNet | 47.75 | Not recorded | 68fa6d9d1e209131cea3ac96 | | MetaSGD + SiMT | 46.62 | Not recorded | 68fa6d9d1e209131cea3ac96 | | MetaSGD | 46.48 | Not recorded | 68fa6d9d1e209131cea3ac96 | | ANIL + SiMT | 44.53 | Not recorded | 68fa6d9d1e209131cea3ac96 | | MAML + SiMT | 44.33 | Not recorded | 68fa6d9d1e209131cea3ac96 | | MAML | 42.32 | Not recorded | 68fa6d9d1e209131cea3ac96 | | ANIL | 42.29 | Not recorded | 68fa6d9d1e209131cea3ac96 | ### ProtoNet + SiMT Accuracy: 75.97. Result ID: 698fabde3a6c314849faf9c8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"5-shot","Ways":"5-way","Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### ProtoNet Accuracy: 74.35. Result ID: 698fabde3a6c314849faf9c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"5-shot","Ways":"5-way","Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### MetaSGD + SiMT Accuracy: 73.93. Result ID: 698fabde3a6c314849faf9c6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"5-shot","Ways":"5-way","Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### MetaSGD Accuracy: 70.38. Result ID: 698fabde3a6c314849faf9c5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"5-shot","Ways":"5-way","Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### MAML + SiMT Accuracy: 67.58. Result ID: 698fabde3a6c314849faf9c2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"5-shot","Ways":"5-way","Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### ANIL + SiMT Accuracy: 66.3. Result ID: 698fabde3a6c314849faf9c4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"5-shot","Ways":"5-way","Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### MAML Accuracy: 65. Result ID: 698fabde3a6c314849faf9c1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"5-shot","Ways":"5-way","Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### ANIL Accuracy: 62.48. Result ID: 698fabde3a6c314849faf9c3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"5-shot","Ways":"5-way","Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### ProtoNet + SiMT Accuracy: 48.89. Result ID: 698fabde3a6c314849faf9c0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"1-shot","Ways":"5-way","Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### ProtoNet Accuracy: 47.75. Result ID: 698fabde3a6c314849faf9bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"1-shot","Ways":"5-way","Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### MetaSGD + SiMT Accuracy: 46.62. Result ID: 698fabde3a6c314849faf9be. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"1-shot","Ways":"5-way","Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### MetaSGD Accuracy: 46.48. Result ID: 698fabde3a6c314849faf9bd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"1-shot","Ways":"5-way","Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### ANIL + SiMT Accuracy: 44.53. Result ID: 698fabde3a6c314849faf9bc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"1-shot","Ways":"5-way","Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### MAML + SiMT Accuracy: 44.33. Result ID: 698fabde3a6c314849faf9ba. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"1-shot","Ways":"5-way","Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### MAML Accuracy: 42.32. Result ID: 698fabde3a6c314849faf9b9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"1-shot","Ways":"5-way","Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### ANIL Accuracy: 42.29. Result ID: 698fabde3a6c314849faf9bb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"1-shot","Ways":"5-way","Backbone":"ResNet-12"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.