Dataset Ecosystem

Interactive Samples & Dataset Specs

Browse 16 dedicated dataset categories below. Click any Category card to inspect hardware specs, quality standards, and standalone Type detail pages.

BROWSE DATASET CATEGORIES (16)
๐Ÿค– ROBOTICS & TELEOP

Humanoid Bimanual Teleoperation Data

Dual-arm robot movement datasets recorded from human operators for training humanoid AI hands.

๐Ÿ‘๏ธ 3D VISION & LIDAR

3D LiDAR Point Cloud & Spatial Cuboid Data

Laser point cloud scans with 3D bounding boxes for autonomous vehicles and spatial computing.

๐Ÿ“น EGOCENTRIC POV

Egocentric First-Person POV Video Data

First-person perspective video captured from smart glasses for vision-language-action models.

๐ŸŽ™๏ธ VOICE & SPEECH

Indic Multilingual Audio & Phonetic IPA Data

Speech voice recordings across 22 Indian languages for training voice assistants and ASR models.

๐Ÿท๏ธ CV & ANNOTATION

Computer Vision & Data Annotation Services

Pixel-perfect image labeling, object segmentation masks, and skeletal pose keypoints.

๐Ÿง  HITL & RLHF

Human-in-the-Loop (HITL) & RLHF Data Studio

Human feedback ratings and safety prompt testing for aligning foundation AI models.

๐Ÿงฉ CHAIN OF THOUGHT

Process Supervision & Chain-of-Thought Data

Step-by-step logic and math reasoning step checks to train reasoning AI models.

โšก SYNTHETIC GENAI

Procedural Synthetic Data Generation

Physically accurate 3D generated images and scenes for training AI without privacy risks.

๐Ÿญ DIGITAL TWINS

Digital Twins & Physics Simulation Rigs

Simulated 3D factory environments for testing and training robots before real-world deployment.

๐Ÿฆพ TELEOP RIGS

Robotic Teleoperation Pipeline & Hardware Rigs

Hardware motion capture rigs and haptic feedback systems for remote robot control.

๐Ÿ—ฃ๏ธ REGIONAL DIALECTS

Localized Dialect & Conversational Audio Bank

Authentic field recordings of regional Indian accents and spoken conversational dialects.

๐Ÿ”„ SIM2REAL VISION

Synthetic-to-Real (Sim2Real) Vision Pipeline

Paired synthetic 3D and real camera imagery designed to bridge the real-world gap.

๐Ÿฉบ MEDICAL VISION

Surgical & Medical Vision Annotation Bureau

Sub-millimeter accurate medical vision labeling for robotic surgery and diagnostic AI.

๐ŸŒ 360ยฐ SLAM CAPTURE

360ยฐ SLAM Scanners & Mobile Reality Capture

360-degree spatial video scanning and indoor 3D mapping for facility digital twins.

๐Ÿ“ 3D SCHEMAS

3D Output Formats & Dataset Schema Guide

Standardized dataset specs and converters for HDF5, OpenUSD, Parquet, and Point Cloud files.

[ROBOTICS & TELEOP] 3 INCLUDED SUB-TYPES

Humanoid Bimanual Teleoperation Data

Dual-arm robot movement datasets recorded from human operators for training humanoid AI hands.

High-frequency 50Hz dual-arm leader-follower teleoperation telemetry logging joint angles, velocities, and force-torque load vectors in HDF5 format.

Category Media Preview
50Hz HDF5 BIMANUAL TELEOP
INCLUDED SUB-TYPE DATASETS
SUB-TYPE 01
Bimanual Kinematic Trajectories

50Hz joint angle and velocity time-series trajectory logs recorded from leader-follower arms.

Inspect Specs โ†’
SUB-TYPE 02
Dual-Arm Haptic Force Load Cells

6-axis force-torque wrench load cell sensor feeds logging bilateral haptic feedback vectors.

Inspect Specs โ†’
SUB-TYPE 03
Tactile Array & Slip Telemetry

High-density fingertip matrix pressure sensors recording object contact dynamics and micro-slip events.

Inspect Specs โ†’
๐Ÿค–

Humanoid Bimanual Teleoperation Data

Dual-arm robot movement datasets recorded from human operators for training humanoid AI hands.

โ–ผ

High-frequency 50Hz dual-arm leader-follower teleoperation telemetry logging joint angles, velocities, and force-torque load vectors in HDF5 format.

INCLUDED SUB-TYPES:
Explore Category Overview โ†’
๐Ÿ‘๏ธ

3D LiDAR Point Cloud & Spatial Cuboid Data

Laser point cloud scans with 3D bounding boxes for autonomous vehicles and spatial computing.

โ–ผ

Calibrated 3D point cloud datasets with bounding cuboid annotations, point density classification, and camera-LiDAR sensor fusion alignment.

INCLUDED SUB-TYPES:
Explore Category Overview โ†’
๐Ÿ“น

Egocentric First-Person POV Video Data

First-person perspective video captured from smart glasses for vision-language-action models.

โ–ผ

4K 60fps first-person POV video capture from head-mounted EgoCAMs and binocular eye-tracking glasses for Vision-Language-Action (VLA) models.

INCLUDED SUB-TYPES:
Explore Category Overview โ†’
๐ŸŽ™๏ธ

Indic Multilingual Audio & Phonetic IPA Data

Speech voice recordings across 22 Indian languages for training voice assistants and ASR models.

โ–ผ

Acoustic speech corpora recorded across 22+ Indic scheduled languages and regional code-switched dialects with time-aligned IPA phonetic tags.

INCLUDED SUB-TYPES:
Explore Category Overview โ†’
๐Ÿท๏ธ

Computer Vision & Data Annotation Services

Pixel-perfect image labeling, object segmentation masks, and skeletal pose keypoints.

โ–ผ

Pixel-perfect bounding boxes, polygon semantic segmentation, 2D/3D keypoint landmark tracking, and multi-modal dataset annotation.

INCLUDED SUB-TYPES:
Explore Category Overview โ†’
๐Ÿง 

Human-in-the-Loop (HITL) & RLHF Data Studio

Human feedback ratings and safety prompt testing for aligning foundation AI models.

โ–ผ

Domain-expert preference ranking, RLHF alignment data, adversarial red-teaming prompts, and expert human evaluation for foundation models.

INCLUDED SUB-TYPES:
Explore Category Overview โ†’
๐Ÿงฉ

Process Supervision & Chain-of-Thought Data

Step-by-step logic and math reasoning step checks to train reasoning AI models.

โ–ผ

Step-by-step reasoning verification datasets evaluating intermediate logic steps for complex math, coding, and multi-step AI reasoning.

INCLUDED SUB-TYPES:
Explore Category Overview โ†’
โšก

Procedural Synthetic Data Generation

Physically accurate 3D generated images and scenes for training AI without privacy risks.

โ–ผ

Physically accurate synthetic imagery, procedurally generated 3D scenes, and edge-case simulation datasets paired with real-world ground truth.

INCLUDED SUB-TYPES:
Explore Category Overview โ†’
๐Ÿญ

Digital Twins & Physics Simulation Rigs

Simulated 3D factory environments for testing and training robots before real-world deployment.

โ–ผ

Calibrated 3D digital twin assets, URDF/MJCF kinematic models, and physics simulation environments for NVIDIA Isaac and Mujoco simulators.

INCLUDED SUB-TYPES:
Explore Category Overview โ†’
๐Ÿฆพ

Robotic Teleoperation Pipeline & Hardware Rigs

Hardware motion capture rigs and haptic feedback systems for remote robot control.

โ–ผ

End-to-end leader-follower teleoperation infrastructure, haptic exoskeletons, and data recording clients deployed in studio and field environments.

INCLUDED SUB-TYPES:
Explore Category Overview โ†’
๐Ÿ—ฃ๏ธ

Localized Dialect & Conversational Audio Bank

Authentic field recordings of regional Indian accents and spoken conversational dialects.

โ–ผ

Multi-region field speech recordings across 22+ Indic scheduled languages, regional dialects, and authentic code-switched conversational audio.

INCLUDED SUB-TYPES:
Explore Category Overview โ†’
๐Ÿ”„

Synthetic-to-Real (Sim2Real) Vision Pipeline

Paired synthetic 3D and real camera imagery designed to bridge the real-world gap.

โ–ผ

Paired synthetic and real-world image datasets designed to measure, analyze, and close the sim-to-real domain gap in computer vision models.

INCLUDED SUB-TYPES:
Explore Category Overview โ†’
๐Ÿฉบ

Surgical & Medical Vision Annotation Bureau

Sub-millimeter accurate medical vision labeling for robotic surgery and diagnostic AI.

โ–ผ

Sub-millimeter accurate medical vision annotation, surgical instrument tracking, tissue segmentation, and DICOM dataset processing.

INCLUDED SUB-TYPES:
Explore Category Overview โ†’
๐ŸŒ

360ยฐ SLAM Scanners & Mobile Reality Capture

360-degree spatial video scanning and indoor 3D mapping for facility digital twins.

โ–ผ

360ยฐ spatial video scanning, mobile LiDAR SLAM trajectory logging, and dense 3D mesh reconstruction for indoor facility mapping.

INCLUDED SUB-TYPES:
Explore Category Overview โ†’
๐Ÿ“

3D Output Formats & Dataset Schema Guide

Standardized dataset specs and converters for HDF5, OpenUSD, Parquet, and Point Cloud files.

โ–ผ

Comprehensive guide and converter tools for production dataset formats โ€” HDF5, Parquet, ROSbag, Open X-Embodiment RLDS, COCO JSON, and PCD.

INCLUDED SUB-TYPES:
Explore Category Overview โ†’
100,000+ HOURS VAULT • 30+ DATA PROVIDER HUBS

Industrial First-Person Video • 6,000 to 8,000 Hrs/Day Throughput

Proven across leading Vision-Language-Action (VLA) foundation models, Video-LLaVA, and spatial robotics policies. Backed by 30+ accredited field agencies & 90,000+ consented operatives across India.

๐Ÿ“ Sample Vault
DATASET VAULT
100,000+ Hrs
40k Exclusive • 60k Catalog
DAILY INGESTION
6k – 8k Hrs/Day
Guaranteed 95%+ QA Accuracy
DATA PROVIDERS
30+ Hubs
Own Device Fleets Across India
FIELD NETWORK
90,000+ Workers
3,000+ Plants • 8,000+ MSMEs
DEFORMABLE FABRIC MANIPULATION

๐Ÿงต Garments, Textiles & Power Loom Weaving

Industrial sewing machine stitching, overlocking, cloth cutting, pattern grading, loom operation, steam pressing, and final packaging. Captures non-rigid material contact dynamics and hand dexterity.

Deliverables: 4K 60fps Egocentric POV • 21-Keypoint 3D MANO Hand Skeletons • Fabric Edge Masks • Synchronized Audio
๐Ÿ“ฒ Client-Device (BYOD) Deployment: Deploy your custom smart glasses or sensor rigs across our 30+ partner hubs & 90,000+ consented workers.
EXPANDING PHYSICAL AI CAPABILITIES • ON-DEMAND PILOTS

Upcoming & Specialized Industry Verticals

Beyond our core robotics and multimodal foundation data lines, we mobilize turnkey sensor rigs and managed field annotators across 8 specialized industry sectors:

SECTOR 01 ON-DEMAND PILOT

Autonomous Vehicles & In-Cabin AI

850/940nm NIR driver eye-gaze tracking, micro-sleep (PERCLOS), child seat occupancy (OMS), 128-beam LiDAR, and complex unstructured Indian traffic edge cases.

nuScenes • ROS2 MCAP
SECTOR 02 ON-DEMAND PILOT

Precision Agriculture & AgriTech AI

Sub-pixel weed vs. crop segmentation for laser weeders, disease/pest pathology macro datasets across 60+ crops, and 5-band drone NDVI/NDRE canopy mapping.

60+ Crops • GeoTIFF
SECTOR 03 ON-DEMAND PILOT

Smart Manufacturing & AOI Inspection

Automated Optical Inspection (AOI) microscopic scratch/burr/solder defect segmentation, 192kHz acoustic bearing failure audio, and worker PPE compliance.

MVTec AD • 192kHz
SECTOR 04 ON-DEMAND PILOT

Drones, Defense & Geospatial GIS

ASPRS classified aerial LiDAR (DTM/DEM), 0.3m GSD satellite building/road polygons, 8โ€“14ยตm thermal night ISR camouflage tracking, and GPS-denied UAV odometry.

ASPRS LAS • SpaceNet
SECTOR 05 ON-DEMAND PILOT

Smart Retail & Automated Checkout

10,000 sq ft mock supermarket testbed: Overhead fisheye shopper Re-ID tracking, 60fps shelf item pick/put-back action boundaries, and self-checkout theft AI.

10,000+ SKUs • AVA
SECTOR 06 ON-DEMAND PILOT

AR / VR & 3D Biometrics

468-point 3D facial meshes, 52 ARKit BlendShapes, headset-view 21-keypoint 3D MANO pinch tracking, 24-camera full-body MoCap, and face liveness (PAD).

SMPL-X • USDZ • ISO PAD
SECTOR 07 ON-DEMAND PILOT

Fintech & Insurance Fraud AI

Handwritten document OCR across 22 Indic scripts, paired signature forgery detection, 4K vehicle collision damage part segmentation, and CA/CPA tax reasoning PRMs.

22 Scripts • Claims AI
SECTOR 08 ON-DEMAND PILOT

Renewable Energy & Infrastructure

Radiometric thermal solar PV inspection (IEC 62446-3), 5-tier wind turbine blade leading edge erosion, transmission grid LiDAR vegetation clearing, and pipeline corrosion.

IEC 62446 • Radiometric
SECTOR 09 ON-DEMAND PILOT

Speech Intelligence & Conversational AI

Full-duplex 32-bit float conversational audio with natural turn-taking, overlapping speech, 22 Indic languages, 85+ dialects, and domain-specific clinical/legal/banking dictation.

32-Bit Float • Praat • IPA
BESPOKE & UNLISTED DATASETS

Need Any Other Kind of Custom Data? Feel Free to Ask.

If your research lab or foundation model requires specialized sensors, proprietary robotics embodiments, extreme real-world edge cases, or rare vernacular dialects not listed above โ€” we can capture, annotate, and deliver it under 100% legal compliance.

๐Ÿ”’ 100% Legally Compliant Guarantee:
  • India DPDP Act 2023 & EU GDPR Double-Opt-In biometric consent
  • Commercial perpetual IP transfer with strict NDA exclusivity
  • Automated PII face, license plate, and voice de-identification
  • ISO 23247 / ISO 10218 safety & ethical capture protocols
๐Ÿ’ฌ Prefer direct discussion? Call / WhatsApp: +91 70190 10510 / +91 86601 88232

Custom Dataset Request Form

Submit your required task, sensors, or geographic specifications. Our field engineers will prepare a legal compliance and capture feasibility brief within 24 hours.