# Image Classification on Flowers102 Pathological Non-IID (test) Source: [Image Classification on Flowers102 Pathological Non-IID (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:29:31.634Z Evaluation of Image Classification performance on the Pathological Non-IID test split of the Flowers102 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 | Image Classification | | Dataset (including any stated split) | Flowers102 Pathological Non-IID (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 | | --- | --- | --- | --- | | FedOTP | 96.23 | Not recorded | 68fa72ba1e209131cea58339 | | CoOp | 88.23 | Not recorded | 68fa72ba1e209131cea58339 | | pFedPrompt | 86.46 | Not recorded | 68fa72ba1e209131cea58339 | | PromptFL+FedProx | 74.14 | Not recorded | 68fa72ba1e209131cea58339 | | PromptFL | 73.68 | Not recorded | 68fa72ba1e209131cea58339 | | PromptFL+FT | 72.31 | Not recorded | 68fa72ba1e209131cea58339 | | PromptFL+FedPer | 72.11 | Not recorded | 68fa72ba1e209131cea58339 | | PromptFL+FedAMP | 69.1 | Not recorded | 68fa72ba1e209131cea58339 | | Zero-Shot CLIP | 62.17 | Not recorded | 68fa72ba1e209131cea58339 | ### FedOTP Accuracy: 96.23. Result ID: 699256f33a6c3148490e496f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Federated Learning Setting":"Pathological Non-IID","Number of Clients":10}. This record does not assert independent reproduction. ### CoOp Accuracy: 88.23. Result ID: 699256f33a6c3148490e4968. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Federated Learning Setting":"Local Training","Number of Clients":10}. This record does not assert independent reproduction. ### pFedPrompt Accuracy: 86.46. Result ID: 699256f33a6c3148490e496e. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Federated Learning Setting":"Pathological Non-IID","Number of Clients":10}. This record does not assert independent reproduction. ### PromptFL+FedProx Accuracy: 74.14. Result ID: 699256f33a6c3148490e496b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Federated Learning Setting":"Pathological Non-IID","Number of Clients":10}. This record does not assert independent reproduction. ### PromptFL Accuracy: 73.68. Result ID: 699256f33a6c3148490e4969. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Federated Learning Setting":"Pathological Non-IID","Number of Clients":10}. This record does not assert independent reproduction. ### PromptFL+FT Accuracy: 72.31. Result ID: 699256f33a6c3148490e496a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Federated Learning Setting":"Pathological Non-IID","Number of Clients":10}. This record does not assert independent reproduction. ### PromptFL+FedPer Accuracy: 72.11. Result ID: 699256f33a6c3148490e496c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Federated Learning Setting":"Pathological Non-IID","Number of Clients":10}. This record does not assert independent reproduction. ### PromptFL+FedAMP Accuracy: 69.1. Result ID: 699256f33a6c3148490e496d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Federated Learning Setting":"Pathological Non-IID","Number of Clients":10}. This record does not assert independent reproduction. ### Zero-Shot CLIP Accuracy: 62.17. Result ID: 699256f33a6c3148490e4967. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Federated Learning Setting":"Local Training (Zero-shot)","Number of Clients":10}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.