# Image Classification on Unseen Tasks (SUN397, Cars, RESISC45, DTD) (test) Source: [Image Classification on Unseen Tasks (SUN397, Cars, RESISC45, DTD) (test)]() Collection index: [llms.txt]() Data updated: 2026-03-05T09:00:02.765Z Aggregate evaluation of Image Classification performance across the test splits of four specific datasets identified as 'Unseen Tasks': SUN397, Cars, RESISC45, and DTD. 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) | Unseen Tasks (SUN397, Cars, RESISC45, DTD) (test) | | Metric | SUN397 Accuracy | | 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 - [SUN397 Accuracy](): Higher is better; unit: PERCENT. - [Cars Accuracy](): Higher is better; unit: PERCENT. - [RESISC45 Accuracy](): Higher is better; unit: PERCENT. - [DTD Accuracy](): Higher is better; unit: PERCENT. - [Average Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | SUN397 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Pretrained | 62.46 | Not recorded | 69a90e142d603e6de3e408af | | Ties-Merging | 60.19 | Not recorded | 69a90e142d603e6de3e408af | | BD-Merging | 60.09 | Not recorded | 69a90e142d603e6de3e408af | | Twin-Merging | 59.72 | Not recorded | 69a90e142d603e6de3e408af | | Task Arithmetic | 56.41 | Not recorded | 69a90e142d603e6de3e408af | | AdaMerging | 56.36 | Not recorded | 69a90e142d603e6de3e408af | ### Pretrained SUN397 Accuracy: 62.46. Result ID: 69a945fe6dbb7075b952e3ac. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### Ties-Merging SUN397 Accuracy: 60.19. Result ID: 69a945fe6dbb7075b952e3ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Weights":"Layer-wise"}. This record does not assert independent reproduction. ### BD-Merging SUN397 Accuracy: 60.09. Result ID: 69a945fe6dbb7075b952e3b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Weights":"Layer-wise"}. This record does not assert independent reproduction. ### Twin-Merging SUN397 Accuracy: 59.72. Result ID: 69a945fe6dbb7075b952e3b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Weights":"Layer-wise"}. This record does not assert independent reproduction. ### Task Arithmetic SUN397 Accuracy: 56.41. Result ID: 69a945fe6dbb7075b952e3ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Weights":"Layer-wise"}. This record does not assert independent reproduction. ### AdaMerging SUN397 Accuracy: 56.36. Result ID: 69a945fe6dbb7075b952e3af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Weights":"Layer-wise"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.