# Image Classification on VLCS OOD accuracy Source: [Image Classification on VLCS OOD accuracy]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:11.440Z Evaluation of Image Classification performance on the VLCS dataset focusing on Out-of-Distribution (OOD) accuracy, reporting scores for individual domains (C, L, V, S) 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) | VLCS OOD accuracy | | Metric | Accuracy (C) | | 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 - [Accuracy (C)](): Higher is better; unit: PERCENT. - [Accuracy (L)](): Higher is better; unit: PERCENT. - [Accuracy (V)](): Higher is better; unit: PERCENT. - [Accuracy (S)](): Higher is better; unit: PERCENT. - [Average Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (C) | Result date | Report paper | | --- | --- | --- | --- | | ERM | 99.5 | Not recorded | 68fa717d1e209131cea5196d | | ERM | 99.4 | Not recorded | 68fa717d1e209131cea5196d | | Sparse and Shared Feature Activations | 99.1 | Not recorded | 68fa717d1e209131cea5196d | | ERM | 98.9 | Not recorded | 68fa717d1e209131cea5196d | | Sparse and Shared Feature Activations | 98.9 | Not recorded | 68fa717d1e209131cea5196d | | Sparse and Shared Feature Activations | 98.6 | Not recorded | 68fa717d1e209131cea5196d | ### ERM Accuracy (C): 99.5. Result ID: 6991e4b13a6c3148490b465b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of shots":10}. This record does not assert independent reproduction. ### ERM Accuracy (C): 99.4. Result ID: 6991e4b13a6c3148490b4659. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of shots":5}. This record does not assert independent reproduction. ### Sparse and Shared Feature Activations Accuracy (C): 99.1. Result ID: 6991e4b13a6c3148490b465c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of shots":10}. This record does not assert independent reproduction. ### ERM Accuracy (C): 98.9. Result ID: 6991e4b13a6c3148490b4657. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of shots":1}. This record does not assert independent reproduction. ### Sparse and Shared Feature Activations Accuracy (C): 98.9. Result ID: 6991e4b13a6c3148490b465a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of shots":5}. This record does not assert independent reproduction. ### Sparse and Shared Feature Activations Accuracy (C): 98.6. Result ID: 6991e4b13a6c3148490b4658. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of shots":1}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.