← Back to all articles
Reddit r/MachineLearningOctober 4, 2026

Here are some pictures of a robot costume wearing high-specularity edge-case mirror suit, a dataset (425 RAW/JPEGs) for benchmarking CV & depth-estimation algorithms against extreme mirror reflections [D]

Excerpt

Purpose-built to stress-test computer vision models, depth cameras, and spatial AI against severe specular glare and geometric reflections. This 425-asset production archive features a custom faceted mirror suit captured in high-contrast outdoor environments to trigger bounding-box dropouts and segmentation failures. The dataset includes 100% proprietary uncompressed Camera-Master RAWs, high-resolution JPEGs, and block-buffered SHA-256 forensic manifests. Open submitted by /u/5500kelvin [link] [