# Few-shot classification on tiered-meta-iNat fine-grained Source: [Few-shot classification on tiered-meta-iNat fine-grained]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:28:12.755Z Evaluation of few-shot classification performance on the tiered-meta-iNat fine-grained dataset, typically measured using 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) | tiered-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 | 76.87 | Not recorded | 68fa6c111e209131cea31e1e | | FRN | 76.62 | Not recorded | 68fa6c111e209131cea31e1e | | MCL-Katz | 76.05 | Not recorded | 68fa6c111e209131cea31e1e | | DSN | 72.79 | Not recorded | 68fa6c111e209131cea31e1e | | ProtoNet + MCL | 72.5 | Not recorded | 68fa6c111e209131cea31e1e | | DN4 | 72.29 | Not recorded | 68fa6c111e209131cea31e1e | | ProtoNet | 71.06 | Not recorded | 68fa6c111e209131cea31e1e | | CTX | 69.88 | Not recorded | 68fa6c111e209131cea31e1e | | DeepEMD | 66.27 | Not recorded | 68fa6c111e209131cea31e1e | | MCL | 64.61 | Not recorded | 68fa6c111e209131cea31e1e | | MCL-Katz | 64.24 | Not recorded | 68fa6c111e209131cea31e1e | | DN4 | 64.17 | Not recorded | 68fa6c111e209131cea31e1e | | FRN | 63.36 | Not recorded | 68fa6c111e209131cea31e1e | | CTX | 60.84 | Not recorded | 68fa6c111e209131cea31e1e | | DSN | 60.11 | Not recorded | 68fa6c111e209131cea31e1e | | ProtoNet + MCL | 59.16 | Not recorded | 68fa6c111e209131cea31e1e | | ProtoNet | 54.85 | Not recorded | 68fa6c111e209131cea31e1e | | MCL | 51.35 | Not recorded | 68fa6c111e209131cea31e1e | | ProtoNet + MCL | 51.22 | Not recorded | 68fa6c111e209131cea31e1e | | MCL-Katz | 49.68 | Not recorded | 68fa6c111e209131cea31e1e | | DN4 | 48.99 | Not recorded | 68fa6c111e209131cea31e1e | | FRN | 48.86 | Not recorded | 68fa6c111e209131cea31e1e | | DeepEMD | 48.55 | Not recorded | 68fa6c111e209131cea31e1e | | DeepEMD | 48.14 | Not recorded | 68fa6c111e209131cea31e1e | | ProtoNet | 47.61 | Not recorded | 68fa6c111e209131cea31e1e | | DSN | 46.61 | Not recorded | 68fa6c111e209131cea31e1e | | MCL | 44.08 | Not recorded | 68fa6c111e209131cea31e1e | | MCL-Katz | 44 | Not recorded | 68fa6c111e209131cea31e1e | | FRN | 43.91 | Not recorded | 68fa6c111e209131cea31e1e | | DN4 | 43.82 | Not recorded | 68fa6c111e209131cea31e1e | | CTX | 42.91 | Not recorded | 68fa6c111e209131cea31e1e | | ProtoNet + MCL | 39.09 | Not recorded | 68fa6c111e209131cea31e1e | | CTX | 36.83 | Not recorded | 68fa6c111e209131cea31e1e | | DSN | 36.82 | Not recorded | 68fa6c111e209131cea31e1e | | DeepEMD | 36.05 | Not recorded | 68fa6c111e209131cea31e1e | | ProtoNet | 35.47 | Not recorded | 68fa6c111e209131cea31e1e | ### MCL Accuracy: 76.87. Result ID: 698ec4e7ffc3901de0a0f3b2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-12","Shot":"5-shot"}. This record does not assert independent reproduction. ### FRN Accuracy: 76.62. Result ID: 698ec4e7ffc3901de0a0f3ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-12","Shot":"5-shot"}. This record does not assert independent reproduction. ### MCL-Katz Accuracy: 76.05. Result ID: 698ec4e7ffc3901de0a0f3b6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-12","Shot":"5-shot"}. This record does not assert independent reproduction. ### DSN Accuracy: 72.79. Result ID: 698ec4e7ffc3901de0a0f39e. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-12","Shot":"5-shot"}. This record does not assert independent reproduction. ### ProtoNet + MCL Accuracy: 72.5. Result ID: 698ec4e7ffc3901de0a0f39a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-12","Shot":"5-shot"}. This record does not assert independent reproduction. ### DN4 Accuracy: 72.29. Result ID: 698ec4e7ffc3901de0a0f3a6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-12","Shot":"5-shot"}. This record does not assert independent reproduction. ### ProtoNet Accuracy: 71.06. Result ID: 698ec4e7ffc3901de0a0f396. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-12","Shot":"5-shot"}. This record does not assert independent reproduction. ### CTX Accuracy: 69.88. Result ID: 698ec4e7ffc3901de0a0f3a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-12","Shot":"5-shot"}. This record does not assert independent reproduction. ### DeepEMD Accuracy: 66.27. Result ID: 698ec4e7ffc3901de0a0f3aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-12","Shot":"5-shot"}. This record does not assert independent reproduction. ### MCL Accuracy: 64.61. Result ID: 698ec4e7ffc3901de0a0f3b0. [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: 64.24. Result ID: 698ec4e7ffc3901de0a0f3b4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Conv-4","Shot":"5-shot"}. This record does not assert independent reproduction. ### DN4 Accuracy: 64.17. Result ID: 698ec4e7ffc3901de0a0f3a4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Conv-4","Shot":"5-shot"}. This record does not assert independent reproduction. ### FRN Accuracy: 63.36. Result ID: 698ec4e7ffc3901de0a0f3ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Conv-4","Shot":"5-shot"}. This record does not assert independent reproduction. ### CTX Accuracy: 60.84. Result ID: 698ec4e7ffc3901de0a0f3a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Conv-4","Shot":"5-shot"}. This record does not assert independent reproduction. ### DSN Accuracy: 60.11. Result ID: 698ec4e7ffc3901de0a0f39c. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Conv-4","Shot":"5-shot"}. This record does not assert independent reproduction. ### ProtoNet + MCL Accuracy: 59.16. Result ID: 698ec4e7ffc3901de0a0f398. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Conv-4","Shot":"5-shot"}. This record does not assert independent reproduction. ### ProtoNet Accuracy: 54.85. Result ID: 698ec4e7ffc3901de0a0f394. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Conv-4","Shot":"5-shot"}. This record does not assert independent reproduction. ### MCL Accuracy: 51.35. Result ID: 698ec4e7ffc3901de0a0f3b1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-12","Shot":"1-shot"}. This record does not assert independent reproduction. ### ProtoNet + MCL Accuracy: 51.22. Result ID: 698ec4e7ffc3901de0a0f399. [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: 49.68. Result ID: 698ec4e7ffc3901de0a0f3b5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-12","Shot":"1-shot"}. This record does not assert independent reproduction. ### DN4 Accuracy: 48.99. Result ID: 698ec4e7ffc3901de0a0f3a5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-12","Shot":"1-shot"}. This record does not assert independent reproduction. ### FRN Accuracy: 48.86. Result ID: 698ec4e7ffc3901de0a0f3ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-12","Shot":"1-shot"}. This record does not assert independent reproduction. ### DeepEMD Accuracy: 48.55. Result ID: 698ec4e7ffc3901de0a0f3a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Conv-4","Shot":"5-shot"}. This record does not assert independent reproduction. ### DeepEMD Accuracy: 48.14. Result ID: 698ec4e7ffc3901de0a0f3a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-12","Shot":"1-shot"}. This record does not assert independent reproduction. ### ProtoNet Accuracy: 47.61. Result ID: 698ec4e7ffc3901de0a0f395. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-12","Shot":"1-shot"}. This record does not assert independent reproduction. ### DSN Accuracy: 46.61. Result ID: 698ec4e7ffc3901de0a0f39d. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-12","Shot":"1-shot"}. This record does not assert independent reproduction. ### MCL Accuracy: 44.08. Result ID: 698ec4e7ffc3901de0a0f3af. [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: 44. Result ID: 698ec4e7ffc3901de0a0f3b3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Conv-4","Shot":"1-shot"}. This record does not assert independent reproduction. ### FRN Accuracy: 43.91. Result ID: 698ec4e7ffc3901de0a0f3ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Conv-4","Shot":"1-shot"}. This record does not assert independent reproduction. ### DN4 Accuracy: 43.82. Result ID: 698ec4e7ffc3901de0a0f3a3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Conv-4","Shot":"1-shot"}. This record does not assert independent reproduction. ### CTX Accuracy: 42.91. Result ID: 698ec4e7ffc3901de0a0f3a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-12","Shot":"1-shot"}. This record does not assert independent reproduction. ### ProtoNet + MCL Accuracy: 39.09. Result ID: 698ec4e7ffc3901de0a0f397. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Conv-4","Shot":"1-shot"}. This record does not assert independent reproduction. ### CTX Accuracy: 36.83. Result ID: 698ec4e7ffc3901de0a0f39f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Conv-4","Shot":"1-shot"}. This record does not assert independent reproduction. ### DSN Accuracy: 36.82. Result ID: 698ec4e7ffc3901de0a0f39b. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Conv-4","Shot":"1-shot"}. This record does not assert independent reproduction. ### DeepEMD Accuracy: 36.05. Result ID: 698ec4e7ffc3901de0a0f3a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Conv-4","Shot":"1-shot"}. This record does not assert independent reproduction. ### ProtoNet Accuracy: 35.47. Result ID: 698ec4e7ffc3901de0a0f393. [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.