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 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.

An objective analysis of Simultaneous Localisation and Mapping (SLAM), Visual-Inertial Odometry (VIO), and modern map-building technologies. This report prioritizes deployed hardware over simulation claims, evaluates the economic viability of sensors in India, and assesses the gap between research papers and commercial products.

An evidence-based assessment of neuromorphic vision sensors currently shipping, focusing on latency, dynamic range, and deployment viability in the Indian robotics market.

An objective review of solid-state LiDAR, ToF, and stereo depth sensors currently shipping in the robotics sector, with a focus on India market availability and landed pricing.

An assessment of current tactile skin technologies including GelSight, BioTac, and capacitive arrays. This report evaluates their maturity, shipping status, and availability in the Indian market with specific focus on landed costs and practical deployment challenges.

A grounded analysis of solid-state LiDAR, Time-of-Flight, and stereo depth cameras currently available in the market, with a focus on pilot deployments, technical specifications, and India-specific pricing availability.

An analysis of commercial tactile skin technologies including GelSight, BioTac, and capacitive arrays. We evaluate shipping hardware readiness, technical performance, and availability within the Indian market, avoiding marketing hype in favor of spec sheets and deployment data.

An evidence-based analysis of Simultaneous Localisation and Mapping (SLAM) and Visual Inertial Odometry (VIO). This article evaluates ORB-SLAM architectures, LiDAR versus Visual sensor trade-offs, and the practical implications for the Indian robotics market, avoiding speculation in favor of deployed hardware specifications.

A technical assessment of Dynamic Vision Sensors (DVS) for robotics. This article evaluates hardware availability, technical specifications, and realistic deployment scenarios in the Indian market, distinguishing between shipping products and conceptual announcements.

An analysis of shipping solid-state LiDAR, ToF, and stereo depth sensors for robotics in India. This article prioritizes hardware availability, deployment pilots, and landed costs over announcements.

An engineering assessment of GelSight, BioTac, and capacitive arrays, focusing on shipping status, technical maturity, and Indian market availability with landed cost estimates.

An analysis of Simultaneous Localization and Mapping (SLAM) technologies, focusing on ORB-SLAM, Visual-Inertial Odometry (VIO), and practical deployment challenges in commercial robotics.

Event cameras offer low latency and high dynamic range, crucial for fast-moving robots. This article examines current hardware, practical deployments, and India-specific availability without marketing hype.

A grounded analysis of solid-state LiDAR, Time-of-Flight, and stereo depth sensors currently shipping in robotic systems. This article grades claims by hardware availability, reviews spec sheets, and provides landed cost estimates for the Indian market.

An analysis of GelSight, BioTac, and capacitive skins focusing on shipping hardware, pricing, and India availability for humanoid robotics.

An evaluation of ORB-SLAM, VIO, and modern map-building technologies, grading claims by shipping hardware and pilot deployments rather than academic benchmarks. Focus on India-specific availability, hardware constraints, and landed cost estimates for robotics integrators.

Event cameras (Dynamic Vision Sensors) offer microsecond latency and high dynamic range for robotics but face adoption hurdles regarding texture recognition and cost. This analysis grades available hardware, India availability, and practical deployment constraints without marketing hype.

A grounded assessment of currently shipping LiDAR and depth sensors for humanoid robots, grading claims by hardware availability, pilot deployments, and pricing in the Indian market.

This article examines GelSight, BioTac, and capacitive arrays based on available shipping hardware, pilot data, and manufacturer specifications, with specific attention to India market entry and landed costs.

A grounded analysis of Simultaneous Localization and Mapping (SLAM) technologies currently available for humanoid and service robots, focusing on hardware realities, algorithmic constraints, and Indian market deployment costs.

A technical assessment of Dynamic Vision Sensors (DVS) focusing on shipping hardware, latency benefits, and market availability in India.