Variable target pose
Random placement, stacking, occlusion and reflection affect grasp point and pose calculation.
For robot loading, sorting, assembly, inspection and mobile operation scenarios, the solution covers target localization, pose estimation, hand-eye calibration, path assistance and visual recheck.
The solution is organized around business requirements, system modules, technical route and onsite delivery boundaries.
Random placement, stacking, occlusion and reflection affect grasp point and pose calculation.
Robot, camera and fixture coordinate systems need stable calibration.
Vision computation, robot motion, recheck and exception handling must match station cycle time.
Robot controller, PLC, vision software, sensors and safety logic need joint debugging.
Modules cover imaging, algorithms, software, interfaces, data and onsite maintenance so implementation scope can be defined clearly.
Recognize workpiece class, position, contour, keypoints and graspable area.
Use RGB-D, structured light or laser profiling to obtain spatial pose data.
Transform camera, robot and fixture coordinate systems.
Output grasp point, pose, confidence range and abnormal prompt.
Recognize safety areas, obstacles, people and equipment status.
Connect robot controller, PLC, task queue and recheck signals.
The solution maps typical stations, equipment, production lines and business scenarios.
Recognize bins, workpiece positions, grasp points and placement status.
Assist target classification, localization, pose judgement and sorting path.
Output assembly position, angle, hole location and recheck result.
Recognize environmental targets, abnormal areas and equipment status.
Each solution is implemented in stages based on inspection objects, onsite environment, hardware constraints and acceptance criteria.
These questions focus on scenarios, technical routes and implementation boundaries.
Robot model, controller interface, camera installation, workpiece samples, fixture layout and cycle-time requirements are needed.
Calibration depends on mechanical rigidity, camera stability and onsite maintenance. Recalibration and checks are recommended.
Not always. The choice depends on object form, occlusion, stacking, grasping accuracy and cycle-time requirements.
Please provide the industry scenario, inspection target, speed and accuracy requirements, onsite environment, interface systems and available image or video samples.