# Image Classification on Office31 DSLR Source: [Image Classification on Office31 DSLR]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:32:06.178Z Evaluation of Image Classification performance specifically on the DSLR 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 DSLR | | 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 | 94.72 | Not recorded | 698abc2cc97a0b3e3b5de448 | | UOPP | 91.26 | Not recorded | 698abc2cc97a0b3e3b5de448 | | SDFed | 89.45 | Not recorded | 698abc2cc97a0b3e3b5de448 | | GPT-FL | 88.39 | Not recorded | 698abc2cc97a0b3e3b5de448 | | FedOTP | 86.14 | Not recorded | 698abc2cc97a0b3e3b5de448 | | Powder | 85.94 | Not recorded | 698abc2cc97a0b3e3b5de448 | | UOPP | 85.64 | Not recorded | 698abc2cc97a0b3e3b5de448 | | GPT-FL | 82.74 | Not recorded | 698abc2cc97a0b3e3b5de448 | | FedOTP | 80.65 | Not recorded | 698abc2cc97a0b3e3b5de448 | | Powder | 80.21 | Not recorded | 698abc2cc97a0b3e3b5de448 | | CoOp | 78.52 | Not recorded | 698abc2cc97a0b3e3b5de448 | | CoOp | 72.18 | Not recorded | 698abc2cc97a0b3e3b5de448 | ### SDFed Accuracy: 94.72. Result ID: 6998d6b95698665ec43a8e6f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B16"}. This record does not assert independent reproduction. ### UOPP Accuracy: 91.26. Result ID: 6998d6b95698665ec43a8e6d. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B16"}. This record does not assert independent reproduction. ### SDFed Accuracy: 89.45. Result ID: 6998d6b95698665ec43a8e70. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### GPT-FL Accuracy: 88.39. Result ID: 6998d6b95698665ec43a8e6b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B16"}. This record does not assert independent reproduction. ### FedOTP Accuracy: 86.14. Result ID: 6998d6b95698665ec43a8e69. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B16"}. This record does not assert independent reproduction. ### Powder Accuracy: 85.94. Result ID: 6998d6b95698665ec43a8e67. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B16"}. This record does not assert independent reproduction. ### UOPP Accuracy: 85.64. Result ID: 6998d6b95698665ec43a8e6e. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### GPT-FL Accuracy: 82.74. Result ID: 6998d6b95698665ec43a8e6c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### FedOTP Accuracy: 80.65. Result ID: 6998d6b95698665ec43a8e6a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### Powder Accuracy: 80.21. Result ID: 6998d6b95698665ec43a8e68. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### CoOp Accuracy: 78.52. Result ID: 6998d6b95698665ec43a8e65. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B16"}. This record does not assert independent reproduction. ### CoOp Accuracy: 72.18. Result ID: 6998d6b95698665ec43a8e66. [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.