# Domain Generalization on OfficeHome DomainBed (OOD) Source: [Domain Generalization on OfficeHome DomainBed (OOD)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:36:16.269Z Evaluation of Domain Generalization performance on the OfficeHome dataset using the DomainBed framework, reporting accuracy across the four target domains (C, A, P, R) and the overall average OOD 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 | Domain Generalization | | Dataset (including any stated split) | OfficeHome DomainBed (OOD) | | Metric | Avg OOD Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [Avg OOD Accuracy](): Higher is better; unit: PERCENT. - [OOD Accuracy (C)](): Higher is better; unit: PERCENT. - [OOD Accuracy (A)](): Higher is better; unit: PERCENT. - [OOD Accuracy (P)](): Higher is better; unit: PERCENT. - [OOD Accuracy (R)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Avg OOD Accuracy | Result date | Report paper | | --- | --- | --- | --- | | VL2V-ADIP | 85.74 | Not recorded | 68fa72711e209131cea565a1 | | DART | 83.75 | Not recorded | 68fa72711e209131cea565a1 | | RISE | 83.48 | Not recorded | 68fa72711e209131cea565a1 | | ERM Full Fine-tuning | 83.22 | Not recorded | 68fa72711e209131cea565a1 | | KD | 82.73 | Not recorded | 68fa72711e209131cea565a1 | | SAGM | 82.22 | Not recorded | 68fa72711e209131cea565a1 | | LP-FT | 81.55 | Not recorded | 68fa72711e209131cea565a1 | | VL2V-ADIP | 81.22 | Not recorded | 68fa72711e209131cea565a1 | | MIRO | 80.09 | Not recorded | 68fa72711e209131cea565a1 | | VL2V-ADIP | 77.61 | Not recorded | 68fa72711e209131cea565a1 | | VL2V-ADIP | 74.42 | Not recorded | 68fa72711e209131cea565a1 | | ERM-LP | 71.48 | Not recorded | 68fa72711e209131cea565a1 | | Sparse and Shared Feature Activations | 70.9 | Not recorded | 68fa717d1e209131cea5196d | | Text2Concept | 70.24 | Not recorded | 68fa72711e209131cea565a1 | | ERM | 67.5 | Not recorded | 68fa717d1e209131cea5196d | | SimKD | 66.76 | Not recorded | 68fa72711e209131cea565a1 | ### VL2V-ADIP Avg OOD Accuracy: 85.74. Result ID: 699220573a6c3148490cc11b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Student Backbone":"ViT-B/16","Initialization":"ImageNet-1K","Strategy":"SWAD"}. This record does not assert independent reproduction. ### DART Avg OOD Accuracy: 83.75. Result ID: 699220573a6c3148490cc117. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Student Backbone":"ViT-B/16","Initialization":"ImageNet-1K"}. This record does not assert independent reproduction. ### RISE Avg OOD Accuracy: 83.48. Result ID: 699220573a6c3148490cc11a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Student Backbone":"ViT-B/16","Initialization":"ImageNet-1K"}. This record does not assert independent reproduction. ### ERM Full Fine-tuning Avg OOD Accuracy: 83.22. Result ID: 699220573a6c3148490cc112. [Reporting paper]() Recorded evaluation configuration: {"Student Backbone":"ViT-B/16","Initialization":"ImageNet-1K","Strategy":"SWAD"}. This record does not assert independent reproduction. ### KD Avg OOD Accuracy: 82.73. Result ID: 699220573a6c3148490cc115. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student Backbone":"ViT-B/16","Initialization":"ImageNet-1K","Strategy":"SWAD"}. This record does not assert independent reproduction. ### SAGM Avg OOD Accuracy: 82.22. Result ID: 699220573a6c3148490cc118. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Student Backbone":"ViT-B/16","Initialization":"ImageNet-1K"}. This record does not assert independent reproduction. ### LP-FT Avg OOD Accuracy: 81.55. Result ID: 699220573a6c3148490cc113. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student Backbone":"ViT-B/16","Initialization":"ImageNet-1K"}. This record does not assert independent reproduction. ### VL2V-ADIP Avg OOD Accuracy: 81.22. Result ID: 699220573a6c3148490cc11c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Student Backbone":"ViT-S/16","Strategy":"SWAD"}. This record does not assert independent reproduction. ### MIRO Avg OOD Accuracy: 80.09. Result ID: 699220573a6c3148490cc116. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Student Backbone":"ViT-B/16","Initialization":"ImageNet-1K"}. This record does not assert independent reproduction. ### VL2V-ADIP Avg OOD Accuracy: 77.61. Result ID: 699220573a6c3148490cc11d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Student Backbone":"DeiT-S/16","Strategy":"SWAD"}. This record does not assert independent reproduction. ### VL2V-ADIP Avg OOD Accuracy: 74.42. Result ID: 699220573a6c3148490cc11e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Student Backbone":"ResNet-50","Strategy":"SWAD"}. This record does not assert independent reproduction. ### ERM-LP Avg OOD Accuracy: 71.48. Result ID: 699220573a6c3148490cc111. [Reporting paper]() Recorded evaluation configuration: {"Student Backbone":"ViT-B/16","Initialization":"ImageNet-1K","Mode":"Linear Probing"}. This record does not assert independent reproduction. ### Sparse and Shared Feature Activations Avg OOD Accuracy: 70.9. Result ID: 6991e4b13a6c3148490b46b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"DomainBed"}. This record does not assert independent reproduction. ### Text2Concept Avg OOD Accuracy: 70.24. Result ID: 699220573a6c3148490cc119. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student Backbone":"ViT-B/16","Initialization":"ImageNet-1K"}. This record does not assert independent reproduction. ### ERM Avg OOD Accuracy: 67.5. Result ID: 6991e4b13a6c3148490b46b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"DomainBed"}. This record does not assert independent reproduction. ### SimKD Avg OOD Accuracy: 66.76. Result ID: 699220573a6c3148490cc114. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student Backbone":"ViT-B/16","Initialization":"ImageNet-1K"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.