# Shadow Detection on Combined Dataset Source: [Shadow Detection on Combined Dataset]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:20.415Z Evaluation of Shadow Detection performance on the Combined Dataset, focusing on computational resource usage metrics such as training time and inference speed (sec/image). 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 | | Metric | Testing Time (hours) | | Unit | TIME | | Direction | Lower 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 - [Testing Time (hours)](): Lower is better; unit: TIME. - [Testing Speed (sec/image)](): Lower is better; unit: TIME. - [Training Time (hours)](): Lower is better; unit: TIME. ## Recorded results | Method | Testing Time (hours) | Result date | Report paper | | --- | --- | --- | --- | | patched-CNN | 0.55 | Not recorded | 68fa64251e209131cea02d59 | | Unary-Pairwise | 20.77 | Not recorded | 68fa64251e209131cea02d59 | | Stacked-CNN | 27.77 | Not recorded | 68fa64251e209131cea02d59 | ### patched-CNN Testing Time (hours): 0.55. Result ID: 698c0cbef729bc7f68e80557. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Device":"GPU"}. This record does not assert independent reproduction. ### Unary-Pairwise Testing Time (hours): 20.77. Result ID: 698c0cbef729bc7f68e80556. [Reporting paper]() Recorded evaluation configuration: {"Device":"GPU"}. This record does not assert independent reproduction. ### Stacked-CNN Testing Time (hours): 27.77. Result ID: 698c0cbef729bc7f68e80555. [Reporting paper]() Recorded evaluation configuration: {"Device":"GPU"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.