# Image Classification on 21 Vision Tasks (test) Source: [Image Classification on 21 Vision Tasks (test)]() Collection index: [llms.txt]() Data updated: 2026-04-24T07:49:18.790Z Evaluation of Image Classification performance on the test split of the 21 Vision Tasks suite, 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 | Image Classification | | Dataset (including any stated split) | 21 Vision Tasks (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 | | --- | --- | --- | --- | | AXIS | 81.13 | Not recorded | 68fa7ade1e209131cea8598f | | DARE + Stage 2 | 80.77 | Not recorded | 68fa7ade1e209131cea8598f | | TSV-M + Stage 2 | 80.41 | Not recorded | 68fa7ade1e209131cea8598f | | TIES + Stage 2 | 80.27 | Not recorded | 68fa7ade1e209131cea8598f | | AXIS | 79.93 | Not recorded | 68fa7ade1e209131cea8598f | | DARE + Stage 2 | 79.69 | Not recorded | 68fa7ade1e209131cea8598f | | TIES + Stage 2 | 78.99 | Not recorded | 68fa7ade1e209131cea8598f | | TSV-M + Stage 2 | 78.69 | Not recorded | 68fa7ade1e209131cea8598f | | AXIS | 78.46 | Not recorded | 68fa7ade1e209131cea8598f | | DARE + Stage 2 | 78.09 | Not recorded | 68fa7ade1e209131cea8598f | | aTLAS | 77.66 | Not recorded | 68fa7ade1e209131cea8598f | | TIES + Stage 2 | 77.39 | Not recorded | 68fa7ade1e209131cea8598f | | TSV-M + Stage 2 | 76.41 | Not recorded | 68fa7ade1e209131cea8598f | | aTLAS | 75.93 | Not recorded | 68fa7ade1e209131cea8598f | | aTLAS | 75.5 | Not recorded | 68fa7ade1e209131cea8598f | ### AXIS Accuracy: 81.13. Result ID: 69eb207447f34ce924d3184f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N (Parameter Budget)":"40%"}. This record does not assert independent reproduction. ### DARE + Stage 2 Accuracy: 80.77. Result ID: 69eb207447f34ce924d31843. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N (Parameter Budget)":"40%"}. This record does not assert independent reproduction. ### TSV-M + Stage 2 Accuracy: 80.41. Result ID: 69eb207447f34ce924d31849. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N (Parameter Budget)":"40%"}. This record does not assert independent reproduction. ### TIES + Stage 2 Accuracy: 80.27. Result ID: 69eb207447f34ce924d31846. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N (Parameter Budget)":"40%"}. This record does not assert independent reproduction. ### AXIS Accuracy: 79.93. Result ID: 69eb207447f34ce924d3184e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N (Parameter Budget)":"20%"}. This record does not assert independent reproduction. ### DARE + Stage 2 Accuracy: 79.69. Result ID: 69eb207447f34ce924d31842. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N (Parameter Budget)":"20%"}. This record does not assert independent reproduction. ### TIES + Stage 2 Accuracy: 78.99. Result ID: 69eb207447f34ce924d31845. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N (Parameter Budget)":"20%"}. This record does not assert independent reproduction. ### TSV-M + Stage 2 Accuracy: 78.69. Result ID: 69eb207447f34ce924d31848. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N (Parameter Budget)":"20%"}. This record does not assert independent reproduction. ### AXIS Accuracy: 78.46. Result ID: 69eb207447f34ce924d3184d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N (Parameter Budget)":"10%"}. This record does not assert independent reproduction. ### DARE + Stage 2 Accuracy: 78.09. Result ID: 69eb207447f34ce924d31841. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N (Parameter Budget)":"10%"}. This record does not assert independent reproduction. ### aTLAS Accuracy: 77.66. Result ID: 69eb207447f34ce924d3184c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N (Parameter Budget)":"40%"}. This record does not assert independent reproduction. ### TIES + Stage 2 Accuracy: 77.39. Result ID: 69eb207447f34ce924d31844. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N (Parameter Budget)":"10%"}. This record does not assert independent reproduction. ### TSV-M + Stage 2 Accuracy: 76.41. Result ID: 69eb207447f34ce924d31847. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N (Parameter Budget)":"10%"}. This record does not assert independent reproduction. ### aTLAS Accuracy: 75.93. Result ID: 69eb207447f34ce924d3184b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N (Parameter Budget)":"20%"}. This record does not assert independent reproduction. ### aTLAS Accuracy: 75.5. Result ID: 69eb207447f34ce924d3184a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N (Parameter Budget)":"10%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.