other
monocular depth estimation
otheractiveprovisional
monocular-depth-estimation-6768ee88·1 events·first seen 15d agoAliases: monocular depth estimation
Co-occurring entities
More like this (12)
multi-view 3D reconstruction3D optical flowWhere Does the Answer Come From? Benchmarking View-Level Visual Evidence Identification in Multi-View MLLMs for Autonomous Drivingonline 3D reconstructionMultiview CountingDeep Eyedepth-width trade-offsPlanar Unit Distance ProblemDeepSeek-OCR-2DeepSeek-Math-V2Kernel Density Estimator (KDE)imaging inverse problems
Recent events (1)
MDA: Mixture-Density Representation for Flying-Point-Free Depth Estimation
This paper introduces MDA (Mixture-Density Ambiguity), a depth estimation framework that replaces single-depth-per-pixel prediction with a mixture-density representation allowing multiple depth hypotheses and associated probabilities per pixel. The approach directly addresses 'flying point' artifacts at object boundaries, where conventional models predict spurious intermediate depths between foreground and background surfaces. MDA extends naturally to transparent objects and sky regions, substantially improving boundary reconstruction with negligible runtime overhead across multiple backbone architectures.