# Image Classification on OxfordPets Pathological Non-IID (test) Source: [Image Classification on OxfordPets Pathological Non-IID (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:29:31.652Z Evaluation of Image Classification performance on the test split of the OxfordPets dataset under Pathological Non-IID conditions, 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) | OxfordPets Pathological Non-IID (test) | | Metric | Accuracy | | Unit | SCALAR | | 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: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | FedOTP | 0.9882 | Not recorded | 68fa72ba1e209131cea58339 | | CoOp | 0.9452 | Not recorded | 68fa72ba1e209131cea58339 | | pFedPrompt | 0.9184 | Not recorded | 68fa72ba1e209131cea58339 | | PromptFL+FT | 0.9123 | Not recorded | 68fa72ba1e209131cea58339 | | PromptFL+FedPer | 0.895 | Not recorded | 68fa72ba1e209131cea58339 | | PromptFL | 0.8817 | Not recorded | 68fa72ba1e209131cea58339 | | PromptFL+FedProx | 0.8725 | Not recorded | 68fa72ba1e209131cea58339 | | Zero-Shot CLIP | 0.8447 | Not recorded | 68fa72ba1e209131cea58339 | | PromptFL+FedAMP | 0.8021 | Not recorded | 68fa72ba1e209131cea58339 | ### FedOTP Accuracy: 0.9882. Result ID: 699256f33a6c3148490e4978. [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: 0.9452. Result ID: 699256f33a6c3148490e4971. [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: 0.9184. Result ID: 699256f33a6c3148490e4977. [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+FT Accuracy: 0.9123. Result ID: 699256f33a6c3148490e4973. [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: 0.895. Result ID: 699256f33a6c3148490e4975. [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: 0.8817. Result ID: 699256f33a6c3148490e4972. [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+FedProx Accuracy: 0.8725. Result ID: 699256f33a6c3148490e4974. [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: 0.8447. Result ID: 699256f33a6c3148490e4970. [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. ### PromptFL+FedAMP Accuracy: 0.8021. Result ID: 699256f33a6c3148490e4976. [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. Page 1 of 1. This is an index page, not the full collection.