# Shadow Detection on Combined Dataset (UCF, UIUC, SBU) 1.0 (test) Source: [Shadow Detection on Combined Dataset (UCF, UIUC, SBU) 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:27:17.416Z Evaluation of Shadow Detection performance on the combined test set comprising UCF, UIUC, and SBU datasets (Version 1.0). 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 | Shadow Detection | | Dataset (including any stated split) | Combined Dataset (UCF, UIUC, SBU) 1.0 (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 3 of 3 | | 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. - [Shadow Accuracy](): Higher is better; unit: PERCENT. - [Non-Shadow Accuracy](): Higher is better; unit: PERCENT. - [Std Dev](): Lower is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | patched-CNN | 91.03 | Not recorded | 68fa64251e209131cea02d59 | | Stacked-CNN | 90.44 | Not recorded | 68fa64251e209131cea02d59 | | Unary-Pairwise | 88.35 | Not recorded | 68fa64251e209131cea02d59 | ### patched-CNN Accuracy: 91.03. Result ID: 698c0cbef729bc7f68e80551. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Stacked-CNN Accuracy: 90.44. Result ID: 698c0cbef729bc7f68e8054f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Unary-Pairwise Accuracy: 88.35. Result ID: 698c0cbef729bc7f68e80550. [Reporting 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.