# Domain Adaptation on Office+Caltech (DeCAF6 features, all pairs average) Source: [Domain Adaptation on Office+Caltech (DeCAF6 features, all pairs average)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:04.147Z Evaluation of Domain Adaptation performance across all source-target pairs within the Office+Caltech dataset suite, utilizing DeCAF6 extracted features, reporting average 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 Adaptation | | Dataset (including any stated split) | Office+Caltech DeCAF6 features (various pairs) | | Metric | Accuracy (A to C) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 28 of 28 | | 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 (A to C)](): Higher is better; unit: PERCENT. - [Accuracy (A to W)](): Higher is better; unit: PERCENT. - [Accuracy (A to D)](): Higher is better; unit: PERCENT. - [Accuracy (W to A)](): Higher is better; unit: PERCENT. - [Accuracy (W to D)](): Higher is better; unit: PERCENT. - [Accuracy (W to C)](): Higher is better; unit: PERCENT. - [Accuracy (D to A)](): Higher is better; unit: PERCENT. - [Accuracy (D to W)](): Higher is better; unit: PERCENT. - [Accuracy (D to C)](): Higher is better; unit: PERCENT. - [Accuracy (C to A)](): Higher is better; unit: PERCENT. - [Accuracy (C to W)](): Higher is better; unit: PERCENT. - [Accuracy (C to D)](): Higher is better; unit: PERCENT. - [Average Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (A to C) | Result date | Report paper | | --- | --- | --- | --- | | ARTL | 87.4 | Not recorded | 68fa64a51e209131cea05d7c | | MEDA | 87.4 | Not recorded | 68fa64a51e209131cea05d7c | | DDC | 85 | Not recorded | 68fa64a51e209131cea05d7c | | JGSA | 84.9 | Not recorded | 68fa64a51e209131cea05d7c | | DMM | 84.8 | Not recorded | 68fa64a51e209131cea05d7c | | DUCDA | 84.8 | Not recorded | 68fa64a51e209131cea05d7c | | DCORAL | 84.7 | Not recorded | 68fa64a51e209131cea05d7c | | TJM | 84.3 | Not recorded | 68fa64a51e209131cea05d7c | | DAN | 84.1 | Not recorded | 68fa64a51e209131cea05d7c | | JDA | 83.6 | Not recorded | 68fa64a51e209131cea05d7c | | CORAL | 83.2 | Not recorded | 68fa64a51e209131cea05d7c | | AlexNet | 83 | Not recorded | 68fa64a51e209131cea05d7c | | TCA | 82.6 | Not recorded | 68fa64a51e209131cea05d7c | | SVM | 82.2 | Not recorded | 68fa64a51e209131cea05d7c | | SA | 80.05 | Not recorded | 68fa62a31e209131ce9fa794 | | PCA | 79.3 | Not recorded | 68fa64a51e209131cea05d7c | | GFK | 79.2 | Not recorded | 68fa64a51e209131cea05d7c | | SCA | 78.81 | Not recorded | 68fa62a31e209131ce9fa794 | | SCA | 78.8 | Not recorded | 68fa64a51e209131cea05d7c | | TJM | 78.45 | Not recorded | 68fa62a31e209131ce9fa794 | | GFK | 76.85 | Not recorded | 68fa62a31e209131ce9fa794 | | TSC | 74.91 | Not recorded | 68fa62a31e209131ce9fa794 | | USCA | 74.62 | Not recorded | 68fa62a31e209131ce9fa794 | | KPCA | 74.53 | Not recorded | 68fa62a31e209131ce9fa794 | | TCA | 74.18 | Not recorded | 68fa62a31e209131ce9fa794 | | SSTCA | 72.25 | Not recorded | 68fa62a31e209131ce9fa794 | | 1NN | 71.7 | Not recorded | 68fa64a51e209131cea05d7c | | Raw | 70.35 | Not recorded | 68fa62a31e209131ce9fa794 | ### ARTL Accuracy (A to C): 87.4. Result ID: 699ab4cc5698665ec4428b5e. [Reporting paper]() Recorded evaluation configuration: {"Type":"Traditional","Features":"DeCaf6"}. This record does not assert independent reproduction. ### MEDA Accuracy (A to C): 87.4. Result ID: 699ab4cc5698665ec4428b67. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Features":"DeCaf6"}. This record does not assert independent reproduction. ### DDC Accuracy (A to C): 85. Result ID: 699ab4cc5698665ec4428b63. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Deep","Features":"DeCaf6"}. This record does not assert independent reproduction. ### JGSA Accuracy (A to C): 84.9. Result ID: 699ab4cc5698665ec4428b5f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Traditional","Features":"DeCaf6"}. This record does not assert independent reproduction. ### DMM Accuracy (A to C): 84.8. Result ID: 699ab4cc5698665ec4428b61. [Reporting paper]() Recorded evaluation configuration: {"Type":"Traditional","Features":"DeCaf6"}. This record does not assert independent reproduction. ### DUCDA Accuracy (A to C): 84.8. Result ID: 699ab4cc5698665ec4428b66. [Reporting paper]() Recorded evaluation configuration: {"Type":"Deep","Features":"DeCaf6"}. This record does not assert independent reproduction. ### DCORAL Accuracy (A to C): 84.7. Result ID: 699ab4cc5698665ec4428b65. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Deep","Features":"DeCaf6"}. This record does not assert independent reproduction. ### TJM Accuracy (A to C): 84.3. Result ID: 699ab4cc5698665ec4428b5c. [Reporting paper]() Recorded evaluation configuration: {"Type":"Traditional","Features":"DeCaf6"}. This record does not assert independent reproduction. ### DAN Accuracy (A to C): 84.1. Result ID: 699ab4cc5698665ec4428b64. [Reporting paper]() Recorded evaluation configuration: {"Type":"Deep","Features":"DeCaf6"}. This record does not assert independent reproduction. ### JDA Accuracy (A to C): 83.6. Result ID: 699ab4cc5698665ec4428b5b. [Reporting paper]() Recorded evaluation configuration: {"Type":"Traditional","Features":"DeCaf6"}. This record does not assert independent reproduction. ### CORAL Accuracy (A to C): 83.2. Result ID: 699ab4cc5698665ec4428b60. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Traditional","Features":"DeCaf6"}. This record does not assert independent reproduction. ### AlexNet Accuracy (A to C): 83. Result ID: 699ab4cc5698665ec4428b62. [Reporting paper]() Recorded evaluation configuration: {"Type":"Deep","Features":"DeCaf6"}. This record does not assert independent reproduction. ### TCA Accuracy (A to C): 82.6. Result ID: 699ab4cc5698665ec4428b59. [Reporting paper]() Recorded evaluation configuration: {"Type":"Traditional","Features":"DeCaf6"}. This record does not assert independent reproduction. ### SVM Accuracy (A to C): 82.2. Result ID: 699ab4cc5698665ec4428b57. [Reporting paper]() Recorded evaluation configuration: {"Type":"Traditional","Features":"DeCaf6"}. This record does not assert independent reproduction. ### SA Accuracy (A to C): 80.05. Result ID: 698bde94ecace47ef55965a7. [Reporting paper]() Recorded evaluation configuration: {"Features":"DeCAF6","Base classifier":"1NN"}. This record does not assert independent reproduction. ### PCA Accuracy (A to C): 79.3. Result ID: 699ab4cc5698665ec4428b58. [Reporting paper]() Recorded evaluation configuration: {"Type":"Traditional","Features":"DeCaf6"}. This record does not assert independent reproduction. ### GFK Accuracy (A to C): 79.2. Result ID: 699ab4cc5698665ec4428b5a. [Reporting paper]() Recorded evaluation configuration: {"Type":"Traditional","Features":"DeCaf6"}. This record does not assert independent reproduction. ### SCA Accuracy (A to C): 78.81. Result ID: 698bde94ecace47ef55965aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Features":"DeCAF6","Base classifier":"1NN"}. This record does not assert independent reproduction. ### SCA Accuracy (A to C): 78.8. Result ID: 699ab4cc5698665ec4428b5d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Traditional","Features":"DeCaf6"}. This record does not assert independent reproduction. ### TJM Accuracy (A to C): 78.45. Result ID: 698bde94ecace47ef55965a8. [Reporting paper]() Recorded evaluation configuration: {"Features":"DeCAF6","Base classifier":"1NN"}. This record does not assert independent reproduction. ### GFK Accuracy (A to C): 76.85. Result ID: 698bde94ecace47ef55965a5. [Reporting paper]() Recorded evaluation configuration: {"Features":"DeCAF6","Base classifier":"1NN"}. This record does not assert independent reproduction. ### TSC Accuracy (A to C): 74.91. Result ID: 698bde94ecace47ef55965a6. [Reporting paper]() Recorded evaluation configuration: {"Features":"DeCAF6","Base classifier":"1NN"}. This record does not assert independent reproduction. ### USCA Accuracy (A to C): 74.62. Result ID: 698bde94ecace47ef55965a9. [Reporting paper]() Recorded evaluation configuration: {"Features":"DeCAF6","Base classifier":"1NN"}. This record does not assert independent reproduction. ### KPCA Accuracy (A to C): 74.53. Result ID: 698bde94ecace47ef55965a2. [Reporting paper]() Recorded evaluation configuration: {"Features":"DeCAF6","Base classifier":"1NN"}. This record does not assert independent reproduction. ### TCA Accuracy (A to C): 74.18. Result ID: 698bde94ecace47ef55965a3. [Reporting paper]() Recorded evaluation configuration: {"Features":"DeCAF6","Base classifier":"1NN"}. This record does not assert independent reproduction. ### SSTCA Accuracy (A to C): 72.25. Result ID: 698bde94ecace47ef55965a4. [Reporting paper]() Recorded evaluation configuration: {"Features":"DeCAF6","Base classifier":"1NN"}. This record does not assert independent reproduction. ### 1NN Accuracy (A to C): 71.7. Result ID: 699ab4cc5698665ec4428b56. [Reporting paper]() Recorded evaluation configuration: {"Type":"Traditional","Features":"DeCaf6"}. This record does not assert independent reproduction. ### Raw Accuracy (A to C): 70.35. Result ID: 698bde94ecace47ef55965a1. [Reporting paper]() Recorded evaluation configuration: {"Features":"DeCAF6","Base classifier":"1NN"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.