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Pixel Classification

2 articles · Page 1 of 1
Machine Heart
Machine Heart
Sep 9, 2026 · Artificial Intelligence

Action Map Policy: Pixel Classification for High-Precision Robot Manipulation

Action Map Policy (AMP) reframes robot manipulation as pixel-level classification by projecting 3D keypoint trajectories onto 2D image planes, enabling cross-entropy loss to model multi-modal action distributions with sub-millimeter precision and single-forward-pass inference.

Action Map PolicyClosed-Loop ControlCross-Entropy
0 likes · 12 min read
Action Map Policy: Pixel Classification for High-Precision Robot Manipulation
Architects Research Society
Architects Research Society
Oct 11, 2015 · Artificial Intelligence

Decision Forests for Pixel-Level Classification in Computer Vision

This article traces the evolution of computer vision from its 1960s origins, explains the challenges of image classification and semantic segmentation, and introduces pixel-level decision forest algorithms as an efficient solution for large‑scale pixel classification tasks.

Computer VisionPixel ClassificationSemantic Segmentation
0 likes · 9 min read
Decision Forests for Pixel-Level Classification in Computer Vision