Light Logistics
Privacy reviewed
Human-verified QA
Light Logistics Handling Dataset
Parcel, crate, and shelving interactions captured inside a mini-logistics zone, designed for warehouse and facility robotics teams working on light material handling.

SPEC_ID // LIGHT-LOGISTICS-HANDLING
4K / 60FPSCONSENT_VERIFIED
Clip count
84
84 released clips
Task families
6
5–7 task types
Capture Sites
1
Controlled environments
Consent Status
100%
Documented legal clearance
Environments
Site Layout Scenarios
- MINI-LOGISTICS ZONE
- FACILITY CORRIDOR
Camera perspectives
Grounded Camera Views
- STATIC CAMERA
- SMARTPHONE HANDHELD
- CHEST-MOUNTED PERSPECTIVE
- SYNCHRONIZED MULTI-VIEW
- RGB-D
Annotation schema
Derived Metadata Fields
- Task labels
- Object labels
- Success / failure labels
- Start / end timestamps
- Quality scores
- Privacy review status
Use cases
Downstream Capabilities
Light logistics handling
Warehouse robotics
Robotics benchmarking
World-model training inputs
Quality check
QA Review Checklist
- // Every clip is reviewed by a human QA reviewer against a nine-point checklist before inclusion.
- // Clips are scored A (excellent), B (usable), C (weak but usable), or rejected outright.
- // Only clips with resolved annotations and no open privacy risk enter a published dataset package.
Risk mitigation
Privacy Redaction Pipeline
- // Automated and human review flags faces, badges, screens, and location signals in every clip.
- // Flagged clips are routed to redaction before being cleared for annotation.
- // Metadata is stripped of device location and identifying fields prior to licensing.
Capture samples
Illustrative Clip Previews

STREAM_01FRAME: #1042
RGB-D // 60FPSDURATION: 0:24
LLH-00012
Move parcel from floor to shelf
Mini-Logistics Zone

STREAM_02FRAME: #1226
RGB-D // 60FPSDURATION: 0:33
LLH-00026
Carry items between rooms
Facility Corridor

STREAM_03FRAME: #1410
RGB-D // 60FPSDURATION: 0:17
LLH-00034
Move soft package into bin
Mini-Logistics Zone
Metadata payload
Sample Clip-Level Metadata
| Clip ID | Task | Site Environment | Duration | Outcome | Grade | Privacy Status |
|---|---|---|---|---|---|---|
| LLH-00012 | Move parcel from floor to shelf | Mini-Logistics Zone | 0:24 | Success | QA_A | Cleared |
| LLH-00026 | Carry items between rooms | Facility Corridor | 0:33 | Success | QA_B | Cleared |
| LLH-00034 | Move soft package into bin | Mini-Logistics Zone | 0:17 | Success | QA_A | Cleared |
Scope a Pilot dataset for: Light Logistics Handling Dataset
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