Sensors & Perception
How robots see and feel the world. We cover LiDAR, depth sensors, tactile skins, event cameras and the SLAM algorithms that stitch it all together.
Topics in Sensors & Perception
24 articles
A grounded analysis of solid-state LiDAR, Time-of-Flight cameras, and stereo depth systems currently shipping for humanoid platforms. Claims are graded by hardware availability, deployment status, and manufacturer documentation. India availability and landed cost estimates are included.
A grounded assessment of tactile skin technology, grading GelSight, BioTac, and capacitive touch arrays by shipping status, pilot deployment, and commercial availability. Includes technical specifications, integration pathways, and India landed cost estimates.
An evidence-based evaluation of Simultaneous Localization and Mapping architectures, focusing on feature-based frameworks like ORB-SLAM, visual-inertial odometry pipelines, and commercial map-building implementations. The article grades claims against shipping hardware, pilot deployments, and vendor announcements, with specific notes on India availability and component-level pricing.
A measured assessment of neuromorphic vision sensors for high-speed robotics, grading claims against shipped modules, detailing integration realities, and mapping Indian availability with landed cost estimates.
A grounded assessment of solid-state LiDAR, ToF, and stereo depth sensors deployed in humanoid platforms. Graded by shipping hardware, pilot deployments, and announcements, with India availability notes and landed cost estimates.
A grounded assessment of tactile skin technologies for humanoid robots, grading GelSight, BioTac, and capacitive touch arrays by verified shipping hardware, pilot deployments, and commercial announcements. Includes India availability, landed cost estimates, signal processing requirements, and procurement pathways.
A hardware-graded analysis of SLAM and visual-inertial odometry in modern robotics, covering ORB-SLAM3 architecture, production map-building pipelines, deployment grading, and India availability with landed cost estimates.
A grounded assessment of shipping event camera hardware, SDK maturity, and deployment realities for robotics applications, with India availability and pricing context.
An evidence-based evaluation of depth sensing technologies, prioritizing shipping hardware over announcements, with a focus on Indian robotics deployment feasibility and cost structures.
An objective assessment of tactile skin technologies including GelSight, BioTac, and capacitive arrays. This article evaluates shipping hardware versus concepts, focusing on technical specifications, deployment readiness, and market availability in India with landed cost estimates.
An objective technical audit of Simultaneous Localization and Mapping (SLAM) technologies, evaluating ORB-SLAM, Visual Inertial Odometry (VIO), and sensor stacks based on shipping hardware and pilot deployments in the Indian market.
An analysis of Dynamic Vision Sensors (DVS) and their practical application in high-speed robotics, focusing on commercial availability, technical limitations, and India-specific market entry.
An analysis of tactile skin technologies for humanoid and industrial robots, evaluating performance, commercial availability, and pricing in the Indian market.
An analysis of ORB-SLAM, VIO, and map-building technologies with a focus on deployable hardware and Indian market pricing. This article grades claims by shipping hardware, pilot deployments, and vendor announcements, highlighting the gap between research and commercial availability in India.
An analysis of Dynamic Vision Sensors (DVS) for high-speed robotics, evaluating shipping hardware, latency claims, and availability in the Indian market.
An audit of available LiDAR and depth perception hardware, filtering out concept renders to focus on units shipping to customers, with specific attention to Indian pricing and deployment readiness.
An audit of shipping LiDAR, ToF, and Stereo Depth sensors for humanoid robotics. Evaluating commercial availability, pricing in India, and technical maturity beyond concept art.
A comprehensive, evidence-based review of tactile sensing technologies including GelSight, BioTac, and capacitive arrays, analyzing their current availability, technical specifications, and practical integration into humanoid robots in the Indian market.
An evidence-based review of Simultaneous Localization and Mapping (SLAM) technologies, evaluating ORB-SLAM, Visual Inertial Odometry (VIO), and LiDAR mapping against real-world hardware constraints and the Indian robotics market.
An objective analysis of Dynamic Vision Sensors (DVS), their current hardware availability, and their practical application in high-speed robotics within the Indian market context.
A technical assessment of LiDAR, Time-of-Flight, and Stereo Depth sensors for humanoid robotics, graded by shipping hardware availability and pilot deployments. Includes specific pricing and availability data for the Indian market.
An objective assessment of shipping tactile sensor hardware, including GelSight, BioTac, and capacitive arrays, evaluating their maturity, integration costs, and availability in the Indian market.
An assessment of SLAM, VIO, and map-building technologies currently available in India. This article grades claims by shipping hardware, analyzing ORB-SLAM, LiDAR trade-offs, and the real costs of robot autonomy without hype.
Event cameras offer microsecond latency for robotics, moving beyond traditional frames. Analysis of shipping hardware, Indian market pricing, and practical deployment limits.