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 Work-at-Height, Safety-Lanyard and Edge-Protection Recognition. Scope: Workers, exposed edges, visible ropes/rails and configured exceptions.
Workers, exposed edges, visible ropes/rails and configured exceptions
Visible ropes do not prove correct anchoring or load rating; report indeterminate states when attachment is not observable.
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
RTMPose, HRNet or MediaPipe keypoints → temporal filtering → joint angles, poses and spatial relationships
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: Workers, exposed edges, visible ropes/rails and configured exceptions. 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.
Person recall; event F1; distant-view performance
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.
Workers, exposed edges, visible ropes/rails and configured exceptions. Deliverables: Result schema, algorithm or processing configuration, example outputs and evaluation records for: Workers, exposed edges, visible ropes/rails and configured exceptions. Software format and source-code scope are agreed in the contract.
Visible ropes do not prove correct anchoring or load rating; report indeterminate states when attachment is not observable.
Task-specific measures: Person recall; event F1; distant-view performance. 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 workers, exposed edges, visible ropes/rails and configured exceptions, 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: E29 · Work-at-Height, Safety-Lanyard and Edge-Protection Recognition
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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