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 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.

An editorial analysis of Simultaneous Localisation and Mapping (SLAM) technologies, focusing on Visual-Inertial Odometry (VIO) and ORB-SLAM3. We evaluate hardware constraints, map-building fidelity, and the commercial availability of SLAM-capable sensors within the Indian robotics ecosystem.

Event cameras offer low-latency vision for high-speed robotics, but adoption faces resolution and ecosystem hurdles. This report evaluates shipping hardware, pricing, and practical deployment challenges in the Indian market.

An evidence-based review of solid-state LiDAR, ToF cameras, and stereo depth sensors currently available in India. This article distinguishes between shipping hardware and concept announcements, providing landed cost estimates and deployment realities for robotics integrators.

An evidence-based review of tactile skin technologies including GelSight, BioTac, and capacitive arrays, focusing on shipping hardware, deployment status, and India market availability.

An evidence-based analysis of solid-state LiDAR, Time-of-Flight, and stereo depth sensors. We grade claims by shipping hardware and pilot deployments, focusing on availability and pricing in the Indian market.

An evidence-based analysis of optical, fluidic, and capacitive tactile skin technologies. This article grades current hardware availability, distinguishes between pilot deployments and commercial products, and evaluates the practical implications for Indian humanoid robotics integration.

An evidence-based analysis of SLAM, VIO, and map-building technologies in shipping humanoid and mobile robots, focusing on India availability, sensor costs, and deployment constraints.

An investigative look at neuromorphic vision sensors for robotics. We analyze shipping hardware, current deployment status in India, and the gap between technical specifications and real-world integration.

An evidence-based review of Simultaneous Localization and Mapping (SLAM) technologies, focusing on Visual-Inertial Odometry (VIO) and ORB-SLAM implementations currently shipping in the global and Indian markets. This analysis prioritizes hardware availability, pilot deployments, and real-world constraints over theoretical potential.

Event cameras offer low-latency vision for high-speed robotics but face hardware and processing hurdles. This analysis reviews current shipping hardware, deployment status, and India market availability without hype.

A grounded analysis of LiDAR, ToF, and stereo depth sensors currently shipping to India, separating marketing claims from deployed hardware and pricing realities.

An evidence-based review of GelSight, BioTac, and capacitive touch arrays currently available for robotic integration, focusing on shipping hardware, deployment realities, and pricing in the Indian market.

An evidence-based review of solid-state LiDAR, ToF, and stereo depth sensors currently shipping or piloted in humanoid applications, excluding speculative concepts. Includes India availability and landed cost estimates.

An objective assessment of tactile skin technologies including GelSight, BioTac, and capacitive arrays, focusing on shipping hardware, technical limitations, and availability within the Indian robotics ecosystem.

An analysis of SLAM technologies including ORB-SLAM and VIO, focusing on actual hardware implementations, computational costs, and availability in the Indian market.

Event cameras represent a paradigm shift in machine vision, offering microsecond latency and high dynamic range crucial for high-speed robotics. This article examines the technology, key manufacturers, and the specific challenges of adoption in the Indian robotics market.

An analytical review of solid-state LiDAR, Time-of-Flight, and stereo depth systems currently available in the robotics market. This article evaluates deployment maturity, technical specifications, and India-specific availability and pricing for sensor hardware.

An objective analysis of tactile skin technologies including GelSight, BioTac, and capacitive arrays, evaluating their shipping status, technical limitations, and availability for Indian robotics integrators.

An analysis of current SLAM and Localisation technologies, evaluating ORB-SLAM, VIO, and mapping systems against shipping hardware requirements and Indian market availability. This article focuses on empirical data rather than conceptual hype.

Event cameras offer neuromorphic vision for high-speed robotics by capturing pixel-level changes asynchronously rather than in fixed frames. This article evaluates the current state of shipping hardware, deployment pilots, and the specific advantages for drones and humanoids, while analyzing availability and pricing in the Indian market.