# Image Classification on ImageNet-Sketch Label Shifts 1.0 (test) Source: [Image Classification on ImageNet-Sketch Label Shifts 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-06-29T07:33:26.240Z Evaluation of Image Classification performance on the test split of the ImageNet-Sketch Label Shifts 1.0 dataset, measured using standard accuracy metrics. 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 Label Shifts 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 | | --- | --- | --- | --- | | ReCAP + MixTTA | 45.1 | Not recorded | 6a41fc32206542251d7ccc6f | | LinearTCA+ | 44.6 | Not recorded | 6a41fc32206542251d7ccc6f | | DeYO + MixTTA | 44.5 | Not recorded | 6a41fc32206542251d7ccc6f | | ReCAP | 44.4 | Not recorded | 6a41fc32206542251d7ccc6f | | DeYO | 43.2 | Not recorded | 6a41fc32206542251d7ccc6f | | SAR + MixTTA | 39.3 | Not recorded | 6a41fc32206542251d7ccc6f | | EATA + MixTTA | 37.2 | Not recorded | 6a41fc32206542251d7ccc6f | | EATA | 33.5 | Not recorded | 6a41fc32206542251d7ccc6f | | Tent + MixTTA | 29.3 | Not recorded | 6a41fc32206542251d7ccc6f | | LinearTCA | 19.6 | Not recorded | 6a41fc32206542251d7ccc6f | | No Adapt. | 18.3 | Not recorded | 6a41fc32206542251d7ccc6f | | SAR | 13.6 | Not recorded | 6a41fc32206542251d7ccc6f | | Tent | 5.3 | Not recorded | 6a41fc32206542251d7ccc6f | ### ReCAP + MixTTA Accuracy: 45.1. Result ID: 6a421fbffbc373592c876974. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LinearTCA+ Accuracy: 44.6. Result ID: 6a421fbffbc373592c87696a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeYO + MixTTA Accuracy: 44.5. Result ID: 6a421fbffbc373592c876972. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ReCAP Accuracy: 44.4. Result ID: 6a421fbffbc373592c876973. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeYO Accuracy: 43.2. Result ID: 6a421fbffbc373592c876971. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SAR + MixTTA Accuracy: 39.3. Result ID: 6a421fbffbc373592c876970. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EATA + MixTTA Accuracy: 37.2. Result ID: 6a421fbffbc373592c87696e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EATA Accuracy: 33.5. Result ID: 6a421fbffbc373592c87696d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Tent + MixTTA Accuracy: 29.3. Result ID: 6a421fbffbc373592c87696c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LinearTCA Accuracy: 19.6. Result ID: 6a421fbffbc373592c876969. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### No Adapt. Accuracy: 18.3. Result ID: 6a421fbffbc373592c876968. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SAR Accuracy: 13.6. Result ID: 6a421fbffbc373592c87696f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Tent Accuracy: 5.3. Result ID: 6a421fbffbc373592c87696b. [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.