# Few-shot classification on Cars cross-domain from tiered-ImageNet Source: [Few-shot classification on Cars cross-domain from tiered-ImageNet]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:28:31.220Z Evaluation of Few-shot Classification performance using the Cars dataset configured for cross-domain evaluation derived from tiered-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 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 | 59.01 | Not recorded | 68fa6d9d1e209131cea3ac96 | | MetaSGD + SiMT | 57.97 | Not recorded | 68fa6d9d1e209131cea3ac96 | | ProtoNet | 57.23 | Not recorded | 68fa6d9d1e209131cea3ac96 | | MetaSGD | 56.28 | Not recorded | 68fa6d9d1e209131cea3ac96 | | ANIL + SiMT | 54.6 | Not recorded | 68fa6d9d1e209131cea3ac96 | | MAML + SiMT | 51.88 | Not recorded | 68fa6d9d1e209131cea3ac96 | | MAML | 51.08 | Not recorded | 68fa6d9d1e209131cea3ac96 | | ANIL | 50.5 | Not recorded | 68fa6d9d1e209131cea3ac96 | | MetaSGD + SiMT | 38.69 | Not recorded | 68fa6d9d1e209131cea3ac96 | | MetaSGD | 38.09 | Not recorded | 68fa6d9d1e209131cea3ac96 | | ProtoNet + SiMT | 38.07 | Not recorded | 68fa6d9d1e209131cea3ac96 | | ProtoNet | 37.59 | Not recorded | 68fa6d9d1e209131cea3ac96 | | MAML + SiMT | 37.21 | Not recorded | 68fa6d9d1e209131cea3ac96 | | ANIL + SiMT | 36.92 | Not recorded | 68fa6d9d1e209131cea3ac96 | | MAML | 36.62 | Not recorded | 68fa6d9d1e209131cea3ac96 | | ANIL | 36.27 | Not recorded | 68fa6d9d1e209131cea3ac96 | ### ProtoNet + SiMT Accuracy: 59.01. Result ID: 698fabde3a6c314849faf9d8. [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: 57.97. Result ID: 698fabde3a6c314849faf9d6. [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: 57.23. Result ID: 698fabde3a6c314849faf9d7. [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: 56.28. Result ID: 698fabde3a6c314849faf9d5. [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: 54.6. Result ID: 698fabde3a6c314849faf9d4. [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: 51.88. Result ID: 698fabde3a6c314849faf9d2. [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: 51.08. Result ID: 698fabde3a6c314849faf9d1. [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: 50.5. Result ID: 698fabde3a6c314849faf9d3. [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: 38.69. Result ID: 698fabde3a6c314849faf9ce. [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: 38.09. Result ID: 698fabde3a6c314849faf9cd. [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 + SiMT Accuracy: 38.07. Result ID: 698fabde3a6c314849faf9d0. [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: 37.59. Result ID: 698fabde3a6c314849faf9cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"1-shot","Ways":"5-way","Backbone":"ResNet-12"}. This record does not assert independent reproduction. ### MAML + SiMT Accuracy: 37.21. Result ID: 698fabde3a6c314849faf9ca. [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: 36.92. Result ID: 698fabde3a6c314849faf9cc. [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: 36.62. Result ID: 698fabde3a6c314849faf9c9. [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: 36.27. Result ID: 698fabde3a6c314849faf9cb. [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.