# Domain Generalization on OfficeHome (Domain Accuracy Breakdown) Source: [Domain Generalization on OfficeHome (Domain Accuracy Breakdown)]() Collection index: [llms.txt]() Data updated: 2026-07-07T07:19:06.757Z Evaluation of Domain Generalization performance on the OfficeHome dataset, reporting accuracy metrics broken down by the four target domains: Art, Clipart, Real World, and Product, along with the overall average. 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 | Domain Generalization | | Dataset (including any stated split) | OfficeHome | | Metric | Accuracy (Art Domain) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 29 of 29 | | 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 (Art Domain)](): Higher is better; unit: PERCENT. - [Accuracy (Clipart Domain)](): Higher is better; unit: PERCENT. - [Accuracy (Real World Domain)](): Higher is better; unit: PERCENT. - [Accuracy (Product Domain)](): Higher is better; unit: PERCENT. - [Average Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (Art Domain) | Result date | Report paper | | --- | --- | --- | --- | | CoDoL (Ours) | 85.26 | Not recorded | 68fa7b6e1e209131cea88627 | | CoDoL w/ CMN | 85.23 | Not recorded | 68fa7b6e1e209131cea88627 | | StyLIP | 84.93 | Not recorded | 68fa7b6e1e209131cea88627 | | CoDoL w/o DMN | 83.45 | Not recorded | 68fa7b6e1e209131cea88627 | | DPL | 82.94 | Not recorded | 68fa7b6e1e209131cea88627 | | CLIP-Adapt. | 82.76 | Not recorded | 68fa7b6e1e209131cea88627 | | ProGrad | 82.57 | Not recorded | 68fa7b6e1e209131cea88627 | | TPT | 82.4 | Not recorded | 68fa7b6e1e209131cea88627 | | Lin. Probing | 81.55 | Not recorded | 68fa7b6e1e209131cea88627 | | CoOp | 80.08 | Not recorded | 68fa7b6e1e209131cea88627 | | CoCoOp | 79.6 | Not recorded | 68fa7b6e1e209131cea88627 | | CLIP | 79.46 | Not recorded | 68fa7b6e1e209131cea88627 | | CoDoL (Ours) | 75.85 | Not recorded | 68fa7b6e1e209131cea88627 | | StyLIP | 74.6 | Not recorded | 68fa7b6e1e209131cea88627 | | CoDoL w/ CMN | 74.06 | Not recorded | 68fa7b6e1e209131cea88627 | | CoDoL w/o DMN | 73.63 | Not recorded | 68fa7b6e1e209131cea88627 | | DPL | 71.9 | Not recorded | 68fa7b6e1e209131cea88627 | | CLIP-Adapt. | 71.83 | Not recorded | 68fa7b6e1e209131cea88627 | | TPT | 71.83 | Not recorded | 68fa7b6e1e209131cea88627 | | CoOp | 71.7 | Not recorded | 68fa7b6e1e209131cea88627 | | ProGrad | 71.61 | Not recorded | 68fa7b6e1e209131cea88627 | | CoCoOp | 71.55 | Not recorded | 68fa7b6e1e209131cea88627 | | Lin. Probing | 69.54 | Not recorded | 68fa7b6e1e209131cea88627 | | CLIP | 67.81 | Not recorded | 68fa7b6e1e209131cea88627 | | CORAL | 64.4 | Not recorded | 68fa7b6e1e209131cea88627 | | MMD | 63 | Not recorded | 68fa7b6e1e209131cea88627 | | ERM | 62.7 | Not recorded | 68fa7b6e1e209131cea88627 | | IRM | 61.8 | Not recorded | 68fa7b6e1e209131cea88627 | | DANN | 59.3 | Not recorded | 68fa7b6e1e209131cea88627 | ### CoDoL (Ours) Accuracy (Art Domain): 85.26. Result ID: 6a4ca84d60b88bb339c76119. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Pre-trained":"CLIP"}. This record does not assert independent reproduction. ### CoDoL w/ CMN Accuracy (Art Domain): 85.23. Result ID: 6a4ca84d60b88bb339c76118. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Pre-trained":"CLIP"}. This record does not assert independent reproduction. ### StyLIP Accuracy (Art Domain): 84.93. Result ID: 6a4ca84d60b88bb339c76116. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Pre-trained":"CLIP"}. This record does not assert independent reproduction. ### CoDoL w/o DMN Accuracy (Art Domain): 83.45. Result ID: 6a4ca84d60b88bb339c76117. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Pre-trained":"CLIP"}. This record does not assert independent reproduction. ### DPL Accuracy (Art Domain): 82.94. Result ID: 6a4ca84d60b88bb339c76115. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Pre-trained":"CLIP"}. This record does not assert independent reproduction. ### CLIP-Adapt. Accuracy (Art Domain): 82.76. Result ID: 6a4ca84d60b88bb339c76112. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Pre-trained":"CLIP"}. This record does not assert independent reproduction. ### ProGrad Accuracy (Art Domain): 82.57. Result ID: 6a4ca84d60b88bb339c76113. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Pre-trained":"CLIP"}. This record does not assert independent reproduction. ### TPT Accuracy (Art Domain): 82.4. Result ID: 6a4ca84d60b88bb339c76114. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Pre-trained":"CLIP"}. This record does not assert independent reproduction. ### Lin. Probing Accuracy (Art Domain): 81.55. Result ID: 6a4ca84d60b88bb339c7610f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Pre-trained":"CLIP"}. This record does not assert independent reproduction. ### CoOp Accuracy (Art Domain): 80.08. Result ID: 6a4ca84d60b88bb339c76110. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Pre-trained":"CLIP"}. This record does not assert independent reproduction. ### CoCoOp Accuracy (Art Domain): 79.6. Result ID: 6a4ca84d60b88bb339c76111. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Pre-trained":"CLIP"}. This record does not assert independent reproduction. ### CLIP Accuracy (Art Domain): 79.46. Result ID: 6a4ca84d60b88bb339c7610e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Pre-trained":"CLIP"}. This record does not assert independent reproduction. ### CoDoL (Ours) Accuracy (Art Domain): 75.85. Result ID: 6a4ca84d60b88bb339c7610d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN50","Pre-trained":"CLIP"}. This record does not assert independent reproduction. ### StyLIP Accuracy (Art Domain): 74.6. Result ID: 6a4ca84d60b88bb339c7610a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN50","Pre-trained":"CLIP"}. This record does not assert independent reproduction. ### CoDoL w/ CMN Accuracy (Art Domain): 74.06. Result ID: 6a4ca84d60b88bb339c7610c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN50","Pre-trained":"CLIP"}. This record does not assert independent reproduction. ### CoDoL w/o DMN Accuracy (Art Domain): 73.63. Result ID: 6a4ca84d60b88bb339c7610b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN50","Pre-trained":"CLIP"}. This record does not assert independent reproduction. ### DPL Accuracy (Art Domain): 71.9. Result ID: 6a4ca84d60b88bb339c76109. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"RN50","Pre-trained":"CLIP"}. This record does not assert independent reproduction. ### CLIP-Adapt. Accuracy (Art Domain): 71.83. Result ID: 6a4ca84d60b88bb339c76106. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN50","Pre-trained":"CLIP"}. This record does not assert independent reproduction. ### TPT Accuracy (Art Domain): 71.83. Result ID: 6a4ca84d60b88bb339c76108. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN50","Pre-trained":"CLIP"}. This record does not assert independent reproduction. ### CoOp Accuracy (Art Domain): 71.7. Result ID: 6a4ca84d60b88bb339c76104. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN50","Pre-trained":"CLIP"}. This record does not assert independent reproduction. ### ProGrad Accuracy (Art Domain): 71.61. Result ID: 6a4ca84d60b88bb339c76107. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN50","Pre-trained":"CLIP"}. This record does not assert independent reproduction. ### CoCoOp Accuracy (Art Domain): 71.55. Result ID: 6a4ca84d60b88bb339c76105. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN50","Pre-trained":"CLIP"}. This record does not assert independent reproduction. ### Lin. Probing Accuracy (Art Domain): 69.54. Result ID: 6a4ca84d60b88bb339c76103. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN50","Pre-trained":"CLIP"}. This record does not assert independent reproduction. ### CLIP Accuracy (Art Domain): 67.81. Result ID: 6a4ca84d60b88bb339c76102. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN50","Pre-trained":"CLIP"}. This record does not assert independent reproduction. ### CORAL Accuracy (Art Domain): 64.4. Result ID: 6a4ca84d60b88bb339c76101. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN50","Pre-trained":"ImageNet"}. This record does not assert independent reproduction. ### MMD Accuracy (Art Domain): 63. Result ID: 6a4ca84d60b88bb339c760ff. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"RN50","Pre-trained":"ImageNet"}. This record does not assert independent reproduction. ### ERM Accuracy (Art Domain): 62.7. Result ID: 6a4ca84d60b88bb339c760fd. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"RN50","Pre-trained":"ImageNet"}. This record does not assert independent reproduction. ### IRM Accuracy (Art Domain): 61.8. Result ID: 6a4ca84d60b88bb339c760fe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN50","Pre-trained":"ImageNet"}. This record does not assert independent reproduction. ### DANN Accuracy (Art Domain): 59.3. Result ID: 6a4ca84d60b88bb339c76100. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN50","Pre-trained":"ImageNet"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.