Object detection and confidence gating
RT-DETR, RTMDet, YOLOX, PP-YOLOE or rotated-box detection → non-maximum suppression and confidence thresholds → task rules
JIVISION offers project development and technical assessment for Lifted Load, Hook and Personnel Safety-Zone Analytics. Scope: Hooks/loads, people, projected risk zones and movement events.
Hooks/loads, people, projected risk zones and movement events
Projected zones depend on load height and swing; blind zones are not proof of no people, and lifting supervision remains independent.
These are candidate implementation paths. Establish a baseline on real samples, then select or combine methods for imaging, speed and deployment constraints. Model names do not imply measured project results.
RT-DETR, RTMDet, YOLOX, PP-YOLOE or rotated-box detection → non-maximum suppression and confidence thresholds → task rules
Object detection → ByteTrack, OC-SORT, BoT-SORT or Norfair association → Kalman filtering and track management
Shi-Tomasi/FAST features → LK, Farneback or DIS flow; alternatively TAPIR/TAPNext/RAFT → occlusion and drift handling
Detection and tracking → polygons, crossing, distance, time-to-collision, dwell and hysteresis rules → event state machine
Provide camera layouts, authorized video, target sizes, day/night samples, region/event definitions, concurrent streams, alert-review workflows and retention periods.
Result schema, algorithm or processing configuration, example outputs and evaluation records for: Hooks/loads, people, projected risk zones and movement events. Software format and source-code scope are agreed in the contract.
Specify input formats, output fields, coordinates/units, error states, versions and invocation methods. Define review and failure handling. The statement of work determines the exact scope of source code, executables, model files or analysis reports.
Event recall; projected-position error; warning lead time
Evaluate events rather than only frames: misses, false alerts per hour, duration error, alert latency and recovery after occlusion. Include empty scenes and hard negatives.
These are measures to agree and test, not achieved-performance claims. Freeze samples, reference truth, thresholds and hardware/software versions before acceptance; report subgroup results and failures, identifying under-sampled conditions as uncovered.
Agree targets, stations, inputs and responsibilities in a statement of work, separating required and excluded conditions.
Use representative samples to test critical risks, document feasibility/failures and scope the next-stage estimate.
Implement agreed functions and interfaces with configuration/change records; use offline replay before authorized device or site integration.
Retest against individual measures and hand over contracted artifacts with known limits; manage maintenance, expansion and changeovers as subsequent work packages.
Use data minimization, anonymization and access controls as needed. Do not infer sensitive traits, emotions or medical status from appearance; review alerts and retain existing safety measures.
Candidate technologies are not license clearance. Check code, model weights, training data and dependency versions separately. Replace, license or exclude components unsuitable for the intended commercial delivery. Customer data is not used for public training by default.
Hooks/loads, people, projected risk zones and movement events. Deliverables: Result schema, algorithm or processing configuration, example outputs and evaluation records for: Hooks/loads, people, projected risk zones and movement events. Software format and source-code scope are agreed in the contract.
Projected zones depend on load height and swing; blind zones are not proof of no people, and lifting supervision remains independent.
Task-specific measures: Event recall; projected-position error; warning lead time. Evaluate events rather than only frames: misses, false alerts per hour, duration error, alert latency and recovery after occlusion. Include empty scenes and hard negatives.
After reviewing samples for hooks/loads, people, projected risk zones and movement events, equipment conditions and interfaces, scope validation, development, deployment and acceptance separately. Data coverage, site changes and delivery rights affect the estimate; no fixed performance or schedule is promised before assessment.
Service ID: E30 · Lifted Load, Hook and Personnel Safety-Zone Analytics
Describe available samples, equipment and target measures. Agree confidentiality and permissions before transferring sensitive or personal data through an approved channel.
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