# Few-shot classification on Cars cross-domain from mini-ImageNet Source: [Few-shot classification on Cars cross-domain from mini-ImageNet]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:28:31.179Z Evaluation of Few-shot Classification performance using the Cars dataset configured specifically for cross-domain evaluation derived from mini-ImageNet, reporting 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) | Cars cross-domain from mini-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 | 51.67 | Not recorded | 68fa6d9d1e209131cea3ac96 | | MetaSGD + SiMT | 49.86 | Not recorded | 68fa6d9d1e209131cea3ac96 | | ProtoNet | 48.06 | Not recorded | 68fa6d9d1e209131cea3ac96 | | MetaSGD | 47.44 | Not recorded | 68fa6d9d1e209131cea3ac96 | | MAML + SiMT | 46.59 | Not recorded | 68fa6d9d1e209131cea3ac96 | | ANIL + SiMT | 45.88 | Not recorded | 68fa6d9d1e209131cea3ac96 | | MAML | 44.56 | Not recorded | 68fa6d9d1e209131cea3ac96 | | ANIL | 41.65 | Not recorded | 68fa6d9d1e209131cea3ac96 | | ProtoNet + SiMT | 34.53 | Not recorded | 68fa6d9d1e209131cea3ac96 | | MetaSGD | 34.52 | Not recorded | 68fa6d9d1e209131cea3ac96 | | MetaSGD + SiMT | 33.92 | Not recorded | 68fa6d9d1e209131cea3ac96 | | MAML + SiMT | 33.73 | Not recorded | 68fa6d9d1e209131cea3ac96 | | MAML | 32.87 | Not recorded | 68fa6d9d1e209131cea3ac96 | | ProtoNet | 32.79 | Not recorded | 68fa6d9d1e209131cea3ac96 | | ANIL + SiMT | 32.34 | Not recorded | 68fa6d9d1e209131cea3ac96 | | ANIL | 31.28 | Not recorded | 68fa6d9d1e209131cea3ac96 | ### ProtoNet + SiMT Accuracy: 51.67. Result ID: 698fabde3a6c314849faf9b8. [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 + SiMT Accuracy: 49.86. Result ID: 698fabde3a6c314849faf9b6. [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: 48.06. Result ID: 698fabde3a6c314849faf9b7. [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 Accuracy: 47.44. Result ID: 698fabde3a6c314849faf9b5. [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: 46.59. Result ID: 698fabde3a6c314849faf9b2. [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: 45.88. Result ID: 698fabde3a6c314849faf9b4. [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: 44.56. Result ID: 698fabde3a6c314849faf9b1. [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: 41.65. Result ID: 698fabde3a6c314849faf9b3. [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: 34.53. Result ID: 698fabde3a6c314849faf9b0. [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: 34.52. Result ID: 698fabde3a6c314849faf9ad. [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 + SiMT Accuracy: 33.92. Result ID: 698fabde3a6c314849faf9ae. [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: 33.73. Result ID: 698fabde3a6c314849faf9aa. [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: 32.87. Result ID: 698fabde3a6c314849faf9a9. [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: 32.79. Result ID: 698fabde3a6c314849faf9af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"1-shot","Ways":"5-way","Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### ANIL + SiMT Accuracy: 32.34. Result ID: 698fabde3a6c314849faf9ac. [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: 31.28. Result ID: 698fabde3a6c314849faf9ab. [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.