# Few-shot classification on meta-iNat fine-grained Source: [Few-shot classification on meta-iNat fine-grained]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:28:12.732Z Evaluation of Few-shot classification performance on the meta-iNat fine-grained dataset, typically measured by 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) | meta-iNat fine-grained | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 36 of 36 | | 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 | | --- | --- | --- | --- | | MCL-Katz | 91.84 | Not recorded | 68fa6c111e209131cea31e1e | | FRN | 91.83 | Not recorded | 68fa6c111e209131cea31e1e | | MCL | 91.59 | Not recorded | 68fa6c111e209131cea31e1e | | DN4 | 91.37 | Not recorded | 68fa6c111e209131cea31e1e | | ProtoNet + MCL | 90.53 | Not recorded | 68fa6c111e209131cea31e1e | | ProtoNet | 90.2 | Not recorded | 68fa6c111e209131cea31e1e | | DSN | 89.77 | Not recorded | 68fa6c111e209131cea31e1e | | CTX | 88.39 | Not recorded | 68fa6c111e209131cea31e1e | | DeepEMD | 86.82 | Not recorded | 68fa6c111e209131cea31e1e | | MCL | 81.31 | Not recorded | 68fa6c111e209131cea31e1e | | MCL-Katz | 81.09 | Not recorded | 68fa6c111e209131cea31e1e | | FRN | 80.45 | Not recorded | 68fa6c111e209131cea31e1e | | MCL | 80.17 | Not recorded | 68fa6c111e209131cea31e1e | | DN4 | 79.76 | Not recorded | 68fa6c111e209131cea31e1e | | DN4 | 79.58 | Not recorded | 68fa6c111e209131cea31e1e | | MCL-Katz | 79.34 | Not recorded | 68fa6c111e209131cea31e1e | | DSN | 78.8 | Not recorded | 68fa6c111e209131cea31e1e | | CTX | 78.8 | Not recorded | 68fa6c111e209131cea31e1e | | ProtoNet + MCL | 78.75 | Not recorded | 68fa6c111e209131cea31e1e | | DSN | 77.38 | Not recorded | 68fa6c111e209131cea31e1e | | ProtoNet | 76.47 | Not recorded | 68fa6c111e209131cea31e1e | | DeepEMD | 76.05 | Not recorded | 68fa6c111e209131cea31e1e | | ProtoNet + MCL | 74.33 | Not recorded | 68fa6c111e209131cea31e1e | | ProtoNet | 73.8 | Not recorded | 68fa6c111e209131cea31e1e | | FRN | 73.52 | Not recorded | 68fa6c111e209131cea31e1e | | CTX | 69.04 | Not recorded | 68fa6c111e209131cea31e1e | | DeepEMD | 68.36 | Not recorded | 68fa6c111e209131cea31e1e | | MCL | 64.66 | Not recorded | 68fa6c111e209131cea31e1e | | MCL-Katz | 63.92 | Not recorded | 68fa6c111e209131cea31e1e | | FRN | 62.42 | Not recorded | 68fa6c111e209131cea31e1e | | DN4 | 62.32 | Not recorded | 68fa6c111e209131cea31e1e | | CTX | 60.03 | Not recorded | 68fa6c111e209131cea31e1e | | DSN | 58.08 | Not recorded | 68fa6c111e209131cea31e1e | | ProtoNet + MCL | 57.52 | Not recorded | 68fa6c111e209131cea31e1e | | DeepEMD | 54.48 | Not recorded | 68fa6c111e209131cea31e1e | | ProtoNet | 53.78 | Not recorded | 68fa6c111e209131cea31e1e | ### MCL-Katz Accuracy: 91.84. Result ID: 698ec4e7ffc3901de0a0f392. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-12","Shot":"5-shot"}. This record does not assert independent reproduction. ### FRN Accuracy: 91.83. Result ID: 698ec4e7ffc3901de0a0f38a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-12","Shot":"5-shot"}. This record does not assert independent reproduction. ### MCL Accuracy: 91.59. Result ID: 698ec4e7ffc3901de0a0f38e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-12","Shot":"5-shot"}. This record does not assert independent reproduction. ### DN4 Accuracy: 91.37. Result ID: 698ec4e7ffc3901de0a0f382. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-12","Shot":"5-shot"}. This record does not assert independent reproduction. ### ProtoNet + MCL Accuracy: 90.53. Result ID: 698ec4e7ffc3901de0a0f376. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-12","Shot":"5-shot"}. This record does not assert independent reproduction. ### ProtoNet Accuracy: 90.2. Result ID: 698ec4e7ffc3901de0a0f372. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-12","Shot":"5-shot"}. This record does not assert independent reproduction. ### DSN Accuracy: 89.77. Result ID: 698ec4e7ffc3901de0a0f37a. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-12","Shot":"5-shot"}. This record does not assert independent reproduction. ### CTX Accuracy: 88.39. Result ID: 698ec4e7ffc3901de0a0f37e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-12","Shot":"5-shot"}. This record does not assert independent reproduction. ### DeepEMD Accuracy: 86.82. Result ID: 698ec4e7ffc3901de0a0f386. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-12","Shot":"5-shot"}. This record does not assert independent reproduction. ### MCL Accuracy: 81.31. Result ID: 698ec4e7ffc3901de0a0f38c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Conv-4","Shot":"5-shot"}. This record does not assert independent reproduction. ### MCL-Katz Accuracy: 81.09. Result ID: 698ec4e7ffc3901de0a0f390. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Conv-4","Shot":"5-shot"}. This record does not assert independent reproduction. ### FRN Accuracy: 80.45. Result ID: 698ec4e7ffc3901de0a0f388. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Conv-4","Shot":"5-shot"}. This record does not assert independent reproduction. ### MCL Accuracy: 80.17. Result ID: 698ec4e7ffc3901de0a0f38d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-12","Shot":"1-shot"}. This record does not assert independent reproduction. ### DN4 Accuracy: 79.76. Result ID: 698ec4e7ffc3901de0a0f380. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Conv-4","Shot":"5-shot"}. This record does not assert independent reproduction. ### DN4 Accuracy: 79.58. Result ID: 698ec4e7ffc3901de0a0f381. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-12","Shot":"1-shot"}. This record does not assert independent reproduction. ### MCL-Katz Accuracy: 79.34. Result ID: 698ec4e7ffc3901de0a0f391. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-12","Shot":"1-shot"}. This record does not assert independent reproduction. ### DSN Accuracy: 78.8. Result ID: 698ec4e7ffc3901de0a0f379. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-12","Shot":"1-shot"}. This record does not assert independent reproduction. ### CTX Accuracy: 78.8. Result ID: 698ec4e7ffc3901de0a0f37c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Conv-4","Shot":"5-shot"}. This record does not assert independent reproduction. ### ProtoNet + MCL Accuracy: 78.75. Result ID: 698ec4e7ffc3901de0a0f375. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-12","Shot":"1-shot"}. This record does not assert independent reproduction. ### DSN Accuracy: 77.38. Result ID: 698ec4e7ffc3901de0a0f378. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Conv-4","Shot":"5-shot"}. This record does not assert independent reproduction. ### ProtoNet Accuracy: 76.47. Result ID: 698ec4e7ffc3901de0a0f371. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-12","Shot":"1-shot"}. This record does not assert independent reproduction. ### DeepEMD Accuracy: 76.05. Result ID: 698ec4e7ffc3901de0a0f385. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-12","Shot":"1-shot"}. This record does not assert independent reproduction. ### ProtoNet + MCL Accuracy: 74.33. Result ID: 698ec4e7ffc3901de0a0f374. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Conv-4","Shot":"5-shot"}. This record does not assert independent reproduction. ### ProtoNet Accuracy: 73.8. Result ID: 698ec4e7ffc3901de0a0f370. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Conv-4","Shot":"5-shot"}. This record does not assert independent reproduction. ### FRN Accuracy: 73.52. Result ID: 698ec4e7ffc3901de0a0f389. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-12","Shot":"1-shot"}. This record does not assert independent reproduction. ### CTX Accuracy: 69.04. Result ID: 698ec4e7ffc3901de0a0f37d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-12","Shot":"1-shot"}. This record does not assert independent reproduction. ### DeepEMD Accuracy: 68.36. Result ID: 698ec4e7ffc3901de0a0f384. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Conv-4","Shot":"5-shot"}. This record does not assert independent reproduction. ### MCL Accuracy: 64.66. Result ID: 698ec4e7ffc3901de0a0f38b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Conv-4","Shot":"1-shot"}. This record does not assert independent reproduction. ### MCL-Katz Accuracy: 63.92. Result ID: 698ec4e7ffc3901de0a0f38f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Conv-4","Shot":"1-shot"}. This record does not assert independent reproduction. ### FRN Accuracy: 62.42. Result ID: 698ec4e7ffc3901de0a0f387. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Conv-4","Shot":"1-shot"}. This record does not assert independent reproduction. ### DN4 Accuracy: 62.32. Result ID: 698ec4e7ffc3901de0a0f37f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Conv-4","Shot":"1-shot"}. This record does not assert independent reproduction. ### CTX Accuracy: 60.03. Result ID: 698ec4e7ffc3901de0a0f37b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Conv-4","Shot":"1-shot"}. This record does not assert independent reproduction. ### DSN Accuracy: 58.08. Result ID: 698ec4e7ffc3901de0a0f377. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Conv-4","Shot":"1-shot"}. This record does not assert independent reproduction. ### ProtoNet + MCL Accuracy: 57.52. Result ID: 698ec4e7ffc3901de0a0f373. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Conv-4","Shot":"1-shot"}. This record does not assert independent reproduction. ### DeepEMD Accuracy: 54.48. Result ID: 698ec4e7ffc3901de0a0f383. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Conv-4","Shot":"1-shot"}. This record does not assert independent reproduction. ### ProtoNet Accuracy: 53.78. Result ID: 698ec4e7ffc3901de0a0f36f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Conv-4","Shot":"1-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.