# Cross-domain Few-shot Classification on CropDisease Source: [Cross-domain Few-shot Classification on CropDisease]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:28:16.405Z Evaluation of cross-domain few-shot classification performance on the CropDisease dataset, reporting accuracy under specific few-shot learning configurations. 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 | Cross-domain few-shot classification | | Dataset (including any stated split) | CropDisease | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 27 of 27 | | 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 | | --- | --- | --- | --- | | P\>M\>F | 99.24 | Not recorded | 68fa6c5a1e209131cea33805 | | STARTUP | 98.45 | Not recorded | 68fa6c5a1e209131cea33805 | | P\>M\>F | 98.12 | Not recorded | 68fa6c5a1e209131cea33805 | | P\>M\>F | 97.77 | Not recorded | 68fa6c5a1e209131cea33805 | | Finetune | 97.68 | Not recorded | 68fa6c5a1e209131cea33805 | | STARTUP | 97.51 | Not recorded | 68fa6c5a1e209131cea33805 | | P\>M\>F | 97.25 | Not recorded | 68fa6c5a1e209131cea33805 | | DeepCluster2 | 97.04 | Not recorded | 68fa6c5a1e209131cea33805 | | CHEF | 96.77 | Not recorded | 68fa6c5a1e209131cea33805 | | DeepCluster2 | 96.63 | Not recorded | 68fa6c5a1e209131cea33805 | | Finetune | 95.51 | Not recorded | 68fa6c5a1e209131cea33805 | | P\>M\>F | 95.06 | Not recorded | 68fa6c5a1e209131cea33805 | | CHEF | 94.78 | Not recorded | 68fa6c5a1e209131cea33805 | | DeepCluster2 | 93.63 | Not recorded | 68fa6c5a1e209131cea33805 | | STARTUP | 93.02 | Not recorded | 68fa6c5a1e209131cea33805 | | P\>M\>F | 92.96 | Not recorded | 68fa6c5a1e209131cea33805 | | MetaOptNet | 91.76 | Not recorded | 68fa6c5a1e209131cea33805 | | ProtoNet | 90.81 | Not recorded | 68fa6c5a1e209131cea33805 | | Finetune | 89.25 | Not recorded | 68fa6c5a1e209131cea33805 | | ProtoNet | 88.15 | Not recorded | 68fa6c5a1e209131cea33805 | | CHEF | 86.87 | Not recorded | 68fa6c5a1e209131cea33805 | | RelationNet | 85.08 | Not recorded | 68fa6c5a1e209131cea33805 | | MetaOptNet | 82.89 | Not recorded | 68fa6c5a1e209131cea33805 | | RelationNet | 80.45 | Not recorded | 68fa6c5a1e209131cea33805 | | ProtoNet | 79.72 | Not recorded | 68fa6c5a1e209131cea33805 | | RelationNet | 68.99 | Not recorded | 68fa6c5a1e209131cea33805 | | MetaOptNet | 68.41 | Not recorded | 68fa6c5a1e209131cea33805 | ### P\>M\>F Accuracy: 99.24. Result ID: 698f09333a6c314849f5221f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-small","Pre-training":"DINO/IN1K","Few-shot protocol (Way/Shot)":"5w50s"}. This record does not assert independent reproduction. ### STARTUP Accuracy: 98.45. Result ID: 698f09333a6c314849f52216. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w50s"}. This record does not assert independent reproduction. ### P\>M\>F Accuracy: 98.12. Result ID: 698f09333a6c314849f5221e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-small","Pre-training":"DINO/IN1K","Few-shot protocol (Way/Shot)":"5w20s"}. This record does not assert independent reproduction. ### P\>M\>F Accuracy: 97.77. Result ID: 698f09333a6c314849f5221c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet50","Pre-training":"DINO/IN1K","Few-shot protocol (Way/Shot)":"5w50s"}. This record does not assert independent reproduction. ### Finetune Accuracy: 97.68. Result ID: 698f09333a6c314849f52210. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w50s"}. This record does not assert independent reproduction. ### STARTUP Accuracy: 97.51. Result ID: 698f09333a6c314849f52215. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w20s"}. This record does not assert independent reproduction. ### P\>M\>F Accuracy: 97.25. Result ID: 698f09333a6c314849f5221b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet50","Pre-training":"DINO/IN1K","Few-shot protocol (Way/Shot)":"5w20s"}. This record does not assert independent reproduction. ### DeepCluster2 Accuracy: 97.04. Result ID: 698f09333a6c314849f52219. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN50","Pre-training":"IN1K","Few-shot protocol (Way/Shot)":"5w50s"}. This record does not assert independent reproduction. ### CHEF Accuracy: 96.77. Result ID: 698f09333a6c314849f52213. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w50s"}. This record does not assert independent reproduction. ### DeepCluster2 Accuracy: 96.63. Result ID: 698f09333a6c314849f52218. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN50","Pre-training":"IN1K","Few-shot protocol (Way/Shot)":"5w20s"}. This record does not assert independent reproduction. ### Finetune Accuracy: 95.51. Result ID: 698f09333a6c314849f5220f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w20s"}. This record does not assert independent reproduction. ### P\>M\>F Accuracy: 95.06. Result ID: 698f09333a6c314849f5221a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet50","Pre-training":"DINO/IN1K","Few-shot protocol (Way/Shot)":"5w5s"}. This record does not assert independent reproduction. ### CHEF Accuracy: 94.78. Result ID: 698f09333a6c314849f52212. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w20s"}. This record does not assert independent reproduction. ### DeepCluster2 Accuracy: 93.63. Result ID: 698f09333a6c314849f52217. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN50","Pre-training":"IN1K","Few-shot protocol (Way/Shot)":"5w5s"}. This record does not assert independent reproduction. ### STARTUP Accuracy: 93.02. Result ID: 698f09333a6c314849f52214. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w5s"}. This record does not assert independent reproduction. ### P\>M\>F Accuracy: 92.96. Result ID: 698f09333a6c314849f5221d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-small","Pre-training":"DINO/IN1K","Few-shot protocol (Way/Shot)":"5w5s"}. This record does not assert independent reproduction. ### MetaOptNet Accuracy: 91.76. Result ID: 698f09333a6c314849f5220d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w50s"}. This record does not assert independent reproduction. ### ProtoNet Accuracy: 90.81. Result ID: 698f09333a6c314849f52207. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w50s"}. This record does not assert independent reproduction. ### Finetune Accuracy: 89.25. Result ID: 698f09333a6c314849f5220e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w5s"}. This record does not assert independent reproduction. ### ProtoNet Accuracy: 88.15. Result ID: 698f09333a6c314849f52206. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w20s"}. This record does not assert independent reproduction. ### CHEF Accuracy: 86.87. Result ID: 698f09333a6c314849f52211. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w5s"}. This record does not assert independent reproduction. ### RelationNet Accuracy: 85.08. Result ID: 698f09333a6c314849f5220a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w50s"}. This record does not assert independent reproduction. ### MetaOptNet Accuracy: 82.89. Result ID: 698f09333a6c314849f5220c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w20s"}. This record does not assert independent reproduction. ### RelationNet Accuracy: 80.45. Result ID: 698f09333a6c314849f52209. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w20s"}. This record does not assert independent reproduction. ### ProtoNet Accuracy: 79.72. Result ID: 698f09333a6c314849f52205. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w5s"}. This record does not assert independent reproduction. ### RelationNet Accuracy: 68.99. Result ID: 698f09333a6c314849f52208. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w5s"}. This record does not assert independent reproduction. ### MetaOptNet Accuracy: 68.41. Result ID: 698f09333a6c314849f5220b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN10","Few-shot protocol (Way/Shot)":"5w5s"}. 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