# Image Classification on ImageNet-Sketch Mild 1.0 (test) Source: [Image Classification on ImageNet-Sketch Mild 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-06-29T07:33:26.204Z Evaluation of Image Classification performance on the test split of the ImageNet-Sketch Mild 1.0 dataset, typically measured using 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 | Classification | | Dataset (including any stated split) | ImageNet-Sketch Mild 1.0 (test) | | Metric | Accuracy (%) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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 (%)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (%) | Result date | Report paper | | --- | --- | --- | --- | | DeYO + MixTTA | 43.7 | Not recorded | 6a41fc32206542251d7ccc6f | | DeYO | 43.6 | Not recorded | 6a41fc32206542251d7ccc6f | | ReCAP + MixTTA | 42.9 | Not recorded | 6a41fc32206542251d7ccc6f | | LinearTCA+ | 42.2 | Not recorded | 6a41fc32206542251d7ccc6f | | ReCAP | 42.1 | Not recorded | 6a41fc32206542251d7ccc6f | | EATA + MixTTA | 41.3 | Not recorded | 6a41fc32206542251d7ccc6f | | EATA | 36.9 | Not recorded | 6a41fc32206542251d7ccc6f | | SAR + MixTTA | 35.6 | Not recorded | 6a41fc32206542251d7ccc6f | | Tent + MixTTA | 34.3 | Not recorded | 6a41fc32206542251d7ccc6f | | SAR | 26.3 | Not recorded | 6a41fc32206542251d7ccc6f | | LinearTCA | 19.3 | Not recorded | 6a41fc32206542251d7ccc6f | | No Adapt. | 18.2 | Not recorded | 6a41fc32206542251d7ccc6f | | Tent | 8.8 | Not recorded | 6a41fc32206542251d7ccc6f | ### DeYO + MixTTA Accuracy (%): 43.7. Result ID: 6a421fbffbc373592c876965. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeYO Accuracy (%): 43.6. Result ID: 6a421fbffbc373592c876964. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ReCAP + MixTTA Accuracy (%): 42.9. Result ID: 6a421fbffbc373592c876967. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LinearTCA+ Accuracy (%): 42.2. Result ID: 6a421fbffbc373592c87695d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ReCAP Accuracy (%): 42.1. Result ID: 6a421fbffbc373592c876966. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EATA + MixTTA Accuracy (%): 41.3. Result ID: 6a421fbffbc373592c876961. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EATA Accuracy (%): 36.9. Result ID: 6a421fbffbc373592c876960. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SAR + MixTTA Accuracy (%): 35.6. Result ID: 6a421fbffbc373592c876963. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Tent + MixTTA Accuracy (%): 34.3. Result ID: 6a421fbffbc373592c87695f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SAR Accuracy (%): 26.3. Result ID: 6a421fbffbc373592c876962. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LinearTCA Accuracy (%): 19.3. Result ID: 6a421fbffbc373592c87695c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### No Adapt. Accuracy (%): 18.2. Result ID: 6a421fbffbc373592c87695b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Tent Accuracy (%): 8.8. Result ID: 6a421fbffbc373592c87695e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.