# Image Classification on PACS unbalanced setting Source: [Image Classification on PACS unbalanced setting]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:26:49.926Z Evaluation of Image Classification performance on the PACS dataset specifically configured under the unbalanced setting, reporting domain-specific accuracies (Art, Cartoon, Sketch, Photo) and 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 | Image Classification | | Dataset (including any stated split) | PACS unbalanced setting | | Metric | Acc (Art) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 6 of 6 | | 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 - [Acc (Art)](): Higher is better; unit: PERCENT. - [Acc (Cartoon)](): Higher is better; unit: PERCENT. - [Acc (Sketch)](): Higher is better; unit: PERCENT. - [Acc (Photo)](): Higher is better; unit: PERCENT. - [Avg Acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | Acc (Art) | Result date | Report paper | | --- | --- | --- | --- | | StableNet | 80.16 | Not recorded | 68fa69cd1e209131cea24276 | | RSC | 75.72 | Not recorded | 68fa69cd1e209131cea24276 | | JiGen | 72.76 | Not recorded | 68fa69cd1e209131cea24276 | | ResNet-18 | 68.41 | Not recorded | 68fa69cd1e209131cea24276 | | DG-MMLD | 64.25 | Not recorded | 68fa69cd1e209131cea24276 | | M-ADA | 61.53 | Not recorded | 68fa69cd1e209131cea24276 | ### StableNet Acc (Art): 80.16. Result ID: 698de57bffc3901de0996e6d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Pre-trained":"ImageNet"}. This record does not assert independent reproduction. ### RSC Acc (Art): 75.72. Result ID: 698de57bffc3901de0996e6b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Pre-trained":"ImageNet"}. This record does not assert independent reproduction. ### JiGen Acc (Art): 72.76. Result ID: 698de57bffc3901de0996e68. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Pre-trained":"ImageNet"}. This record does not assert independent reproduction. ### ResNet-18 Acc (Art): 68.41. Result ID: 698de57bffc3901de0996e6c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Pre-trained":"ImageNet"}. This record does not assert independent reproduction. ### DG-MMLD Acc (Art): 64.25. Result ID: 698de57bffc3901de0996e6a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Pre-trained":"ImageNet"}. This record does not assert independent reproduction. ### M-ADA Acc (Art): 61.53. Result ID: 698de57bffc3901de0996e69. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Pre-trained":"ImageNet"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.