# Few-shot Image Classification on StanfordCars (test) Source: [Few-shot Image Classification on StanfordCars (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:00.051Z Evaluation of Few-shot Image Classification performance on the test split of the Stanford Cars dataset, reporting accuracy across various shot settings (1-shot, 2-shot, etc.). 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 Image Classification | | Dataset (including any stated split) | StanfordCars (test) | | Metric | Accuracy (1-shot) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 29 of 29 | | 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 (1-shot)](): Higher is better; unit: PERCENT. - [Accuracy (2-shot)](): Higher is better; unit: PERCENT. - [Accuracy (4-shot)](): Higher is better; unit: PERCENT. - [Accuracy (8-shot)](): Higher is better; unit: PERCENT. - [Accuracy (16-shot)](): Higher is better; unit: PERCENT. - [Accuracy (5-shot)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (1-shot) | Result date | Report paper | | --- | --- | --- | --- | | C2-Net | 81.29 | Not recorded | 69520af053fdd5c36173d58a | | CausalFSFG | 79.96 | Not recorded | 69520af053fdd5c36173d58a | | Bi-FRN | 75.74 | Not recorded | 69520af053fdd5c36173d58a | | PromptSRC | 69.4 | Not recorded | 68fa77a11e209131cea747a9 | | PromptSRC | 69.4 | Not recorded | 68fa78871e209131cea78dd1 | | MMRL | 68.7 | Not recorded | 68fa77a11e209131cea747a9 | | MMRL | 68.7 | Not recorded | 68fa78871e209131cea78dd1 | | MMRL++ | 68.2 | Not recorded | 68fa78871e209131cea78dd1 | | MMA | 67.87 | Not recorded | 68fa77a11e209131cea747a9 | | MMA | 67.87 | Not recorded | 68fa78871e209131cea78dd1 | | FRN | 67.48 | Not recorded | 69520af053fdd5c36173d58a | | CoOp | 67.43 | Not recorded | 68fa77a11e209131cea747a9 | | CoOp | 67.43 | Not recorded | 68fa78871e209131cea78dd1 | | CoCoOp | 67.22 | Not recorded | 68fa77a11e209131cea747a9 | | CoCoOp | 67.22 | Not recorded | 68fa78871e209131cea78dd1 | | MaPLe | 66.6 | Not recorded | 68fa77a11e209131cea747a9 | | MaPLe | 66.6 | Not recorded | 68fa78871e209131cea78dd1 | | CTX | 66.35 | Not recorded | 69520af053fdd5c36173d58a | | PARN | 66.01 | Not recorded | 69520af053fdd5c36173d58a | | FRN+TDM | 65.67 | Not recorded | 69520af053fdd5c36173d58a | | DeepEMD | 61.63 | Not recorded | 69520af053fdd5c36173d58a | | SAML | 61.07 | Not recorded | 69520af053fdd5c36173d58a | | LRPABN | 60.28 | Not recorded | 69520af053fdd5c36173d58a | | ProtoNet | 50.88 | Not recorded | 69520af053fdd5c36173d58a | | Relation | 46.04 | Not recorded | 69520af053fdd5c36173d58a | | BSNet(D&C) | 40.89 | Not recorded | 69520af053fdd5c36173d58a | | Linear probe CLIP | 35.66 | Not recorded | 68fa77a11e209131cea747a9 | | Linear probe CLIP | 35.66 | Not recorded | 68fa78871e209131cea78dd1 | | DN4 | 34.12 | Not recorded | 69520af053fdd5c36173d58a | ### C2-Net Accuracy (1-shot): 81.29. Result ID: 69980e855698665ec46836ae. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Conv-4","Published In":"AAAI 2024"}. This record does not assert independent reproduction. ### CausalFSFG Accuracy (1-shot): 79.96. Result ID: 69980e855698665ec46836af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Conv-4"}. This record does not assert independent reproduction. ### Bi-FRN Accuracy (1-shot): 75.74. Result ID: 69980e855698665ec46836ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Conv-4","Published In":"AAAI 2023"}. This record does not assert independent reproduction. ### PromptSRC Accuracy (1-shot): 69.4. Result ID: 699557e73badfaffe648bbf0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PromptSRC Accuracy (1-shot): 69.4. Result ID: 699590bd3badfaffe68adbfd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMRL Accuracy (1-shot): 68.7. Result ID: 699557e73badfaffe648bbf2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMRL Accuracy (1-shot): 68.7. Result ID: 699590bd3badfaffe68adbff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMRL++ Accuracy (1-shot): 68.2. Result ID: 699590bd3badfaffe68adc00. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMA Accuracy (1-shot): 67.87. Result ID: 699557e73badfaffe648bbf1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMA Accuracy (1-shot): 67.87. Result ID: 699590bd3badfaffe68adbfe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FRN Accuracy (1-shot): 67.48. Result ID: 69980e855698665ec46836ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Conv-4","Published In":"CVPR 2021"}. This record does not assert independent reproduction. ### CoOp Accuracy (1-shot): 67.43. Result ID: 699557e73badfaffe648bbed. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoOp Accuracy (1-shot): 67.43. Result ID: 699590bd3badfaffe68adbfa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoCoOp Accuracy (1-shot): 67.22. Result ID: 699557e73badfaffe648bbee. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoCoOp Accuracy (1-shot): 67.22. Result ID: 699590bd3badfaffe68adbfb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MaPLe Accuracy (1-shot): 66.6. Result ID: 699557e73badfaffe648bbef. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MaPLe Accuracy (1-shot): 66.6. Result ID: 699590bd3badfaffe68adbfc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CTX Accuracy (1-shot): 66.35. Result ID: 69980e855698665ec46836aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Conv-4","Published In":"NeurIPS 2020"}. This record does not assert independent reproduction. ### PARN Accuracy (1-shot): 66.01. Result ID: 69980e855698665ec46836a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Conv-4","Published In":"ICCV 2019"}. This record does not assert independent reproduction. ### FRN+TDM Accuracy (1-shot): 65.67. Result ID: 69980e855698665ec46836ac. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Conv-4","Published In":"CVPR 2022"}. This record does not assert independent reproduction. ### DeepEMD Accuracy (1-shot): 61.63. Result ID: 69980e855698665ec46836a7. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Conv-4","Published In":"CVPR 2020"}. This record does not assert independent reproduction. ### SAML Accuracy (1-shot): 61.07. Result ID: 69980e855698665ec46836a6. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Conv-4","Published In":"ICCV 2019"}. This record does not assert independent reproduction. ### LRPABN Accuracy (1-shot): 60.28. Result ID: 69980e855698665ec46836a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Conv-4","Published In":"TMM 2021"}. This record does not assert independent reproduction. ### ProtoNet Accuracy (1-shot): 50.88. Result ID: 69980e855698665ec46836a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Conv-4","Published In":"NeurIPS 2017"}. This record does not assert independent reproduction. ### Relation Accuracy (1-shot): 46.04. Result ID: 69980e855698665ec46836a3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Conv-4","Published In":"CVPR 2018"}. This record does not assert independent reproduction. ### BSNet(D&C) Accuracy (1-shot): 40.89. Result ID: 69980e855698665ec46836a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Conv-4","Published In":"TIP 2021"}. This record does not assert independent reproduction. ### Linear probe CLIP Accuracy (1-shot): 35.66. Result ID: 699557e73badfaffe648bbec. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Linear probe CLIP Accuracy (1-shot): 35.66. Result ID: 699590bd3badfaffe68adbf9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DN4 Accuracy (1-shot): 34.12. Result ID: 69980e855698665ec46836a4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Conv-4","Published In":"CVPR 2019"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.