# Few-Shot Classification on Cars (test) Source: [Few-Shot Classification on Cars (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:31:45.844Z Evaluation of Few-Shot Classification performance on the test split of the Cars dataset, 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 (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 28 of 28 | | 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 | | --- | --- | --- | --- | | CausalFSFG | 97.6 | Not recorded | 69520af053fdd5c36173d58a | | Bi-FRN | 97.49 | Not recorded | 69520af053fdd5c36173d58a | | FRN+TDM | 96.88 | Not recorded | 69520af053fdd5c36173d58a | | FRN | 95.75 | Not recorded | 69520af053fdd5c36173d58a | | C2-Net | 95.16 | Not recorded | 69520af053fdd5c36173d58a | | ProtoNet | 95.08 | Not recorded | 69520af053fdd5c36173d58a | | RAsD | 95.01 | Not recorded | 69520af053fdd5c36173d58a | | CTX | 92.63 | Not recorded | 69520af053fdd5c36173d58a | | DeepEMD | 92.63 | Not recorded | 69520af053fdd5c36173d58a | | CausalFSFG | 90.71 | Not recorded | 69520af053fdd5c36173d58a | | Bi-FRN | 90.44 | Not recorded | 69520af053fdd5c36173d58a | | C2-Net | 88.96 | Not recorded | 69520af053fdd5c36173d58a | | FRN+TDM | 88.92 | Not recorded | 69520af053fdd5c36173d58a | | FRN | 88.01 | Not recorded | 69520af053fdd5c36173d58a | | RAsD | 87.27 | Not recorded | 69520af053fdd5c36173d58a | | ProtoNet | 85.46 | Not recorded | 69520af053fdd5c36173d58a | | CTX | 85.03 | Not recorded | 69520af053fdd5c36173d58a | | DeepEMD | 80.62 | Not recorded | 69520af053fdd5c36173d58a | | ATA | 49.14 | Not recorded | 68fa6bf91e209131cea315a0 | | FWT+wave-SAN | 47.78 | Not recorded | 68fa6bf91e209131cea315a0 | | RelationNet | 37.33 | Not recorded | 68fa6bf91e209131cea315a0 | | ATA | 33.61 | Not recorded | 68fa6bf91e209131cea315a0 | | GNN+wave-SAN | 33.55 | Not recorded | 68fa6bf91e209131cea315a0 | | MixStyle | 33.39 | Not recorded | 68fa6bf91e209131cea315a0 | | GNN | 31.79 | Not recorded | 68fa6bf91e209131cea315a0 | | MatchingNet | 30.77 | Not recorded | 68fa6bf91e209131cea315a0 | | Gaussian Noise | 30.58 | Not recorded | 68fa6bf91e209131cea315a0 | | RelationNet | 29.11 | Not recorded | 68fa6bf91e209131cea315a0 | ### CausalFSFG Accuracy: 97.6. Result ID: 69980e855698665ec46836e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Published In":"-","Backbone":"ResNet-12","Shot":"5-shot"}. This record does not assert independent reproduction. ### Bi-FRN Accuracy: 97.49. Result ID: 69980e855698665ec46836db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Published In":"AAAI 2023","Backbone":"ResNet-12","Shot":"5-shot"}. This record does not assert independent reproduction. ### FRN+TDM Accuracy: 96.88. Result ID: 69980e855698665ec46836d9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Published In":"CVPR 2022","Backbone":"ResNet-12","Shot":"5-shot"}. This record does not assert independent reproduction. ### FRN Accuracy: 95.75. Result ID: 69980e855698665ec46836d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Published In":"CVPR 2021","Backbone":"ResNet-12","Shot":"5-shot"}. This record does not assert independent reproduction. ### C2-Net Accuracy: 95.16. Result ID: 69980e855698665ec46836df. [Reporting paper]() Recorded evaluation configuration: {"Published In":"AAAI 2024","Backbone":"ResNet-12","Shot":"5-shot"}. This record does not assert independent reproduction. ### ProtoNet Accuracy: 95.08. Result ID: 69980e855698665ec46836d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Published In":"NeurIPS 2017","Backbone":"ResNet-12","Shot":"5-shot"}. This record does not assert independent reproduction. ### RAsD Accuracy: 95.01. Result ID: 69980e855698665ec46836dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Published In":"TMM 2024","Backbone":"ResNet-12","Shot":"5-shot"}. This record does not assert independent reproduction. ### CTX Accuracy: 92.63. Result ID: 69980e855698665ec46836d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Published In":"NeurIPS 2020","Backbone":"ResNet-12","Shot":"5-shot"}. This record does not assert independent reproduction. ### DeepEMD Accuracy: 92.63. Result ID: 69980e855698665ec46836d5. [Reporting paper]() Recorded evaluation configuration: {"Published In":"CVPR 2020","Backbone":"ResNet-12","Shot":"5-shot"}. This record does not assert independent reproduction. ### CausalFSFG Accuracy: 90.71. Result ID: 69980e855698665ec46836e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Published In":"-","Backbone":"ResNet-12","Shot":"1-shot"}. This record does not assert independent reproduction. ### Bi-FRN Accuracy: 90.44. Result ID: 69980e855698665ec46836da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Published In":"AAAI 2023","Backbone":"ResNet-12","Shot":"1-shot"}. This record does not assert independent reproduction. ### C2-Net Accuracy: 88.96. Result ID: 69980e855698665ec46836de. [Reporting paper]() Recorded evaluation configuration: {"Published In":"AAAI 2024","Backbone":"ResNet-12","Shot":"1-shot"}. This record does not assert independent reproduction. ### FRN+TDM Accuracy: 88.92. Result ID: 69980e855698665ec46836d8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Published In":"CVPR 2022","Backbone":"ResNet-12","Shot":"1-shot"}. This record does not assert independent reproduction. ### FRN Accuracy: 88.01. Result ID: 69980e855698665ec46836d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Published In":"CVPR 2021","Backbone":"ResNet-12","Shot":"1-shot"}. This record does not assert independent reproduction. ### RAsD Accuracy: 87.27. Result ID: 69980e855698665ec46836dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Published In":"TMM 2024","Backbone":"ResNet-12","Shot":"1-shot"}. This record does not assert independent reproduction. ### ProtoNet Accuracy: 85.46. Result ID: 69980e855698665ec46836d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Published In":"NeurIPS 2017","Backbone":"ResNet-12","Shot":"1-shot"}. This record does not assert independent reproduction. ### CTX Accuracy: 85.03. Result ID: 69980e855698665ec46836d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Published In":"NeurIPS 2020","Backbone":"ResNet-12","Shot":"1-shot"}. This record does not assert independent reproduction. ### DeepEMD Accuracy: 80.62. Result ID: 69980e855698665ec46836d4. [Reporting paper]() Recorded evaluation configuration: {"Published In":"CVPR 2020","Backbone":"ResNet-12","Shot":"1-shot"}. This record does not assert independent reproduction. ### ATA Accuracy: 49.14. Result ID: 698eb107ffc3901de09fd676. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"5","Way":"5"}. This record does not assert independent reproduction. ### FWT+wave-SAN Accuracy: 47.78. Result ID: 698eb107ffc3901de09fd677. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"5","Way":"5"}. This record does not assert independent reproduction. ### RelationNet Accuracy: 37.33. Result ID: 698eb107ffc3901de09fd675. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"5","Way":"5"}. This record does not assert independent reproduction. ### ATA Accuracy: 33.61. Result ID: 698eb107ffc3901de09fd673. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"1","Way":"5"}. This record does not assert independent reproduction. ### GNN+wave-SAN Accuracy: 33.55. Result ID: 698eb107ffc3901de09fd674. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"1","Way":"5"}. This record does not assert independent reproduction. ### MixStyle Accuracy: 33.39. Result ID: 698eb107ffc3901de09fd672. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"1","Way":"5","Reproduced":true}. This record does not assert independent reproduction. ### GNN Accuracy: 31.79. Result ID: 698eb107ffc3901de09fd670. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"1","Way":"5"}. This record does not assert independent reproduction. ### MatchingNet Accuracy: 30.77. Result ID: 698eb107ffc3901de09fd66f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"1","Way":"5"}. This record does not assert independent reproduction. ### Gaussian Noise Accuracy: 30.58. Result ID: 698eb107ffc3901de09fd671. [Reporting paper]() Recorded evaluation configuration: {"Shots":"1","Way":"5","Reproduced":true}. This record does not assert independent reproduction. ### RelationNet Accuracy: 29.11. Result ID: 698eb107ffc3901de09fd66e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"1","Way":"5"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.