Color, texture and statistical classification
White balance and color-chart calibration → Lab/Delta E 2000 → LBP/GLCM/Gabor features → SVM or random forest
Video Analytics & Spatial Management · E41
Traffic-Light, Barrier-Gate and Road-Equipment State Recognition
JIVISION offers project development and technical assessment for Traffic-Light, Barrier-Gate and Road-Equipment State Recognition. Scope: Signal-light states, gate positions, countdowns and equipment anomalies.
Scope and project-specific requirements
Task / output
Signal-light states, gate positions, countdowns and equipment anomalies
Critical decision conditions
LED flicker/backlight can mislead; compare video timing with signal logs instead of replacing equipment feedback.
Candidate technical approach
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.
Object detection and confidence gating
RT-DETR, RTMDet, YOLOX, PP-YOLOE or rotated-box detection → non-maximum suppression and confidence thresholds → task rules
Text localization and field recognition
DB/DB++ text detection → orientation and perspective correction → SVTR/CTC recognition or Tesseract → field validation
Spatial rules and event state machines
Detection and tracking → polygons, crossing, distance, time-to-collision, dwell and hysteresis rules → event state machine
Inputs for assessment
Provide camera layouts, authorized video, target sizes, day/night samples, region/event definitions, concurrent streams, alert-review workflows and retention periods.
Deliverables and interface agreement
Result schema, algorithm or processing configuration, example outputs and evaluation records for: Signal-light states, gate positions, countdowns and equipment anomalies. 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.
Acceptance method and measures
Task-specific acceptance measures
Signal-state accuracy; state delay; night/glare strata
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.
Implementation and procurement stages
Define scope
Agree targets, stations, inputs and responsibilities in a statement of work, separating required and excluded conditions.
Sample validation
Use representative samples to test critical risks, document feasibility/failures and scope the next-stage estimate.
Development and integration
Implement agreed functions and interfaces with configuration/change records; use offline replay before authorized device or site integration.
Acceptance and handover
Retest against individual measures and hand over contracted artifacts with known limits; manage maintenance, expansion and changeovers as subsequent work packages.
Scope limits and licensing
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.
Project FAQs
What does this service produce?
Signal-light states, gate positions, countdowns and equipment anomalies. Deliverables: Result schema, algorithm or processing configuration, example outputs and evaluation records for: Signal-light states, gate positions, countdowns and equipment anomalies. Software format and source-code scope are agreed in the contract.
What needs to be confirmed first?
LED flicker/backlight can mislead; compare video timing with signal logs instead of replacing equipment feedback.
How is acceptance defined beyond a demonstration?
Task-specific measures: Signal-state accuracy; state delay; night/glare strata. 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.
How are cost and schedule assessed?
After reviewing samples for signal-light states, gate positions, countdowns and equipment anomalies, 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.
PROJECT INQUIRY
xuzhiyang0928@gmail.com
Discuss this service for your project
Service ID: E41 · Traffic-Light, Barrier-Gate and Road-Equipment State Recognition
Describe available samples, equipment and target measures. Agree confidentiality and permissions before transferring sensitive or personal data through an approved channel.
+86 13910119357xuzhiyang0928@gmail.com