# Image Classification on Office31 Webcam Source: [Image Classification on Office31 Webcam]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:32:06.162Z Evaluation of Image Classification performance specifically on the Webcam domain subset of the Office-31 dataset. 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) | Office31 Webcam | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 | | --- | --- | --- | --- | | SDFed | 98.27 | Not recorded | 698abc2cc97a0b3e3b5de448 | | UOPP | 94.61 | Not recorded | 698abc2cc97a0b3e3b5de448 | | GPT-FL | 94.43 | Not recorded | 698abc2cc97a0b3e3b5de448 | | SDFed | 93.54 | Not recorded | 698abc2cc97a0b3e3b5de448 | | FedOTP | 91.32 | Not recorded | 698abc2cc97a0b3e3b5de448 | | Powder | 90.25 | Not recorded | 698abc2cc97a0b3e3b5de448 | | UOPP | 90.24 | Not recorded | 698abc2cc97a0b3e3b5de448 | | GPT-FL | 89.15 | Not recorded | 698abc2cc97a0b3e3b5de448 | | FedOTP | 85.42 | Not recorded | 698abc2cc97a0b3e3b5de448 | | Powder | 84.18 | Not recorded | 698abc2cc97a0b3e3b5de448 | | CoOp | 81.72 | Not recorded | 698abc2cc97a0b3e3b5de448 | | CoOp | 75.34 | Not recorded | 698abc2cc97a0b3e3b5de448 | ### SDFed Accuracy: 98.27. Result ID: 6998d6b95698665ec43a8e57. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B16"}. This record does not assert independent reproduction. ### UOPP Accuracy: 94.61. Result ID: 6998d6b95698665ec43a8e55. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B16"}. This record does not assert independent reproduction. ### GPT-FL Accuracy: 94.43. Result ID: 6998d6b95698665ec43a8e53. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B16"}. This record does not assert independent reproduction. ### SDFed Accuracy: 93.54. Result ID: 6998d6b95698665ec43a8e58. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### FedOTP Accuracy: 91.32. Result ID: 6998d6b95698665ec43a8e51. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B16"}. This record does not assert independent reproduction. ### Powder Accuracy: 90.25. Result ID: 6998d6b95698665ec43a8e4f. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B16"}. This record does not assert independent reproduction. ### UOPP Accuracy: 90.24. Result ID: 6998d6b95698665ec43a8e56. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### GPT-FL Accuracy: 89.15. Result ID: 6998d6b95698665ec43a8e54. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### FedOTP Accuracy: 85.42. Result ID: 6998d6b95698665ec43a8e52. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### Powder Accuracy: 84.18. Result ID: 6998d6b95698665ec43a8e50. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### CoOp Accuracy: 81.72. Result ID: 6998d6b95698665ec43a8e4d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B16"}. This record does not assert independent reproduction. ### CoOp Accuracy: 75.34. Result ID: 6998d6b95698665ec43a8e4e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.