CLARU
snt-argapache-2.0

SMapper-light Dataset

A publicly available multimodal dataset collected using the SMapper platform, an open-hardware multi-sensor device designed for SLAM research. It provides synchronized LiDAR, multi-camera, and IMU measurements for benchmarking visual, LiDAR, and visual-inertial SLAM methods.

Downloads135
Likes1

Technical Profile

Modalities
rgbdepthlidarimu
Environment
labindooroutdoor
Task Types
slammappinglocalization
Data Format
ROS 2
License
apache-2.0
Part of the SMapper-light Dataset family

Community Signals

HuggingFace Discussions2

Access

View on HuggingFace

Need custom rgb data?

Claru builds purpose-built datasets for lab applications with dense human annotations and quality assurance.

Request a Sample Pack

Related Datasets

LingBot-Depth Dataset

Self-curated RGB-D dataset for training masked depth modeling approaches, containing real-world indoor scenes, VLA robot manipulation tasks, and simulated data across multiple camera types and robot platforms.

rgbdepth
167K downloadsApr 2026CC BY-NC-SA 4.0

OmniAction

A large-scale multimodal dataset for proactive robot manipulation comprising 141,162 episodes across 112 skills and 748 objects, enriched with audio, visual, and contextual instruction data for cross-modal intention recognition.

rgbaudiolanguage
145K downloadsMar 2026cc-by-nc-4.0

Xperience-10M

A large-scale egocentric multimodal dataset of human experience containing 10 million interactions and 10,000 hours of synchronized first-person recordings with six video streams, audio, stereo depth, camera pose, hand mocap, full-body mocap, IMU, and hierarchical language annotations for embodied AI, robotics, and world modeling research.

rgbaudiodepthproprioception+3
127K downloadsApr 2026other

Egocentric-100K

The largest dataset of manual labor with 100,405 hours of egocentric video from head-mounted fisheye cameras, featuring state-of-the-art hand visibility and active manipulation density.

rgbvideo
74K downloadsFeb 2026apache-2.0

OmniAction

A large-scale multimodal dataset for proactive robot manipulation comprising 141,162 episodes with cross-modal contextual instructions derived from spoken dialogue, environmental sounds, and visual cues rather than explicit commands.

rgbaudiolanguage
71K downloadsMar 2026cc-by-nc-4.0

Open-H-Embodiment

A community-driven, multi-embodiment dataset of paired kinematics and video for training and evaluating AI autonomy models in surgical robotics and ultrasound applications, including tabletop exercises, clinical procedures, and healthcare robotics simulations.

rgbproprioception
63K downloadsMay 2026cc-by-4.0