Dataset profiles7 min
nuPlan: Planning Data Requires More Than Logged Motion
A decision-focused review of closed-loop planning scenes and metrics: what the evidence can support, where teams can over-read it, and how to validate the next move.
Blog category
Dataset profiles
Research, practical guidance and original analysis from Grasp.
Dataset profiles7 min
TartanAir: Hard Visual Odometry Before the Real World
A decision-focused review of simulated trajectories in challenging conditions: what the evidence can support, where teams can over-read it, and how to validate the next move.
Dataset profiles7 min
HOI4D: Human–Object Interaction Across 4D Sequences
A decision-focused review of egocentric RGB-D interaction sequences: what the evidence can support, where teams can over-read it, and how to validate the next move.
Dataset profiles7 min
Objaverse: Object Breadth, Asset Quality and Domain Fit
A decision-focused review of large-scale open 3D assets: what the evidence can support, where teams can over-read it, and how to validate the next move.
Dataset profiles7 min
ScanNet: Indoor Reconstruction as Annotation Context
A decision-focused review of RGB-D scans and semantic scene labels: what the evidence can support, where teams can over-read it, and how to validate the next move.
Dataset profiles8 min
VisDrone: What It Measures Well—and Where It Falls Short
A practical dataset profile for deciding when aerial detection and tracking data transfers to your problem—and when it does not.
Dataset profiles7 min
BEHAVIOR-1K: Household Activity at System Scale
A decision-focused review of simulated household activities and environments: what the evidence can support, where teams can over-read it, and how to validate the next move.
Dataset profiles7 min
LIBERO: Lifelong Robot Learning Needs Better Slices
A decision-focused review of lifelong manipulation task suites: what the evidence can support, where teams can over-read it, and how to validate the next move.
Dataset profiles7 min
ManiSkill2: Contact-Rich Simulation and the Reality Gap
A decision-focused review of simulation tasks and demonstrations: what the evidence can support, where teams can over-read it, and how to validate the next move.
Dataset profiles7 min
RLBench: Task Breadth Inside Simulation
A decision-focused review of vision-guided manipulation tasks: what the evidence can support, where teams can over-read it, and how to validate the next move.
Dataset profiles7 min
CALVIN: Long-Horizon Language Tasks Under a Microscope
A decision-focused review of language-conditioned long-horizon manipulation: what the evidence can support, where teams can over-read it, and how to validate the next move.
Dataset profiles7 min
Open X-Embodiment: Many Robots, One Representation Problem
A decision-focused review of cross-embodiment robot datasets: what the evidence can support, where teams can over-read it, and how to validate the next move.
Dataset profiles7 min
DROID: What Large Robot Demonstration Data Preserves
A decision-focused review of distributed real-world manipulation demonstrations: what the evidence can support, where teams can over-read it, and how to validate the next move.
Dataset profiles7 min
BridgeData V2: Broad Manipulation, Specific Collection Choices
A decision-focused review of diverse robot manipulation trajectories: what the evidence can support, where teams can over-read it, and how to validate the next move.
Dataset profiles7 min
RoboNet: Cross-Robot Video at Useful Scale
A decision-focused review of shared robotic interaction data: what the evidence can support, where teams can over-read it, and how to validate the next move.
Dataset profiles7 min
Something-Something V2: Motion Cues Without Full Physics
A decision-focused review of human-object interaction video clips: what the evidence can support, where teams can over-read it, and how to validate the next move.
Dataset profiles7 min
EPIC-KITCHENS-100: Actions, Objects and Kitchen Bias
A decision-focused review of egocentric action and object annotations: what the evidence can support, where teams can over-read it, and how to validate the next move.
Dataset profiles7 min
Ego4D: First-Person Video Is Not Automatic Intent
A decision-focused review of large-scale egocentric video tasks: what the evidence can support, where teams can over-read it, and how to validate the next move.
Dataset profiles7 min
TAO: Tracking a Long Tail of Objects
A decision-focused review of long-tail video tracking annotations: what the evidence can support, where teams can over-read it, and how to validate the next move.
Dataset profiles7 min
MOTChallenge: Identity Metrics Need Operating Context
A decision-focused review of pedestrian tracking sequences and metrics: what the evidence can support, where teams can over-read it, and how to validate the next move.
Dataset profiles7 min
OpenLane-V2: Topology Is More Than Lane Marking
A decision-focused review of road-structure and scene-topology annotations: what the evidence can support, where teams can over-read it, and how to validate the next move.
Dataset profiles7 min
nuScenes-LidarSeg: When Dense 3D Semantics Help
A decision-focused review of point-level driving-scene semantics: what the evidence can support, where teams can over-read it, and how to validate the next move.
Dataset profiles7 min
SemanticKITTI: Sequence Semantics, Not Just Point Labels
A decision-focused review of sequence-level point-cloud segmentation: what the evidence can support, where teams can over-read it, and how to validate the next move.
Dataset profiles7 min
PandaSet: A Practical Multisensor Starting Point
A decision-focused review of camera and LiDAR driving sequences: what the evidence can support, where teams can over-read it, and how to validate the next move.
Dataset profiles7 min
Audi A2D2: Reading Camera–LiDAR Road Data Carefully
A decision-focused review of automotive camera, point-cloud and semantic labels: what the evidence can support, where teams can over-read it, and how to validate the next move.
Dataset profiles7 min
Mapillary Vistas: Taxonomy Breadth Versus Consistency
A decision-focused review of globally sourced street-level segmentation: what the evidence can support, where teams can over-read it, and how to validate the next move.
Dataset profiles7 min
Cityscapes: Precise Street Semantics in a Narrow Window
A decision-focused review of fine urban scene segmentation labels: what the evidence can support, where teams can over-read it, and how to validate the next move.
Dataset profiles7 min
BDD100K: Diversity Without a Deployment Guarantee
A decision-focused review of road video with multitask annotations: what the evidence can support, where teams can over-read it, and how to validate the next move.
Dataset profiles7 min
Argoverse 2: Map-Centric Evidence for Motion Forecasting
A decision-focused review of sensor, map and motion-forecasting data: what the evidence can support, where teams can over-read it, and how to validate the next move.
Dataset profiles7 min
Waymo Open Dataset: Scale, Slices and Transfer
A decision-focused review of large-scale perception and motion collections: what the evidence can support, where teams can over-read it, and how to validate the next move.
Dataset profiles7 min
nuScenes: Six Cameras Are Not the Same as Full Context
A decision-focused review of camera, radar, LiDAR, map and vehicle-state records: what the evidence can support, where teams can over-read it, and how to validate the next move.
Dataset profiles7 min
KITTI Beyond the Leaderboard: What Road Scenes Still Teach
A decision-focused review of synchronized stereo, LiDAR and road-scene benchmarks: what the evidence can support, where teams can over-read it, and how to validate the next move.