Optical flow and point trajectories
Shi-Tomasi/FAST features → LK, Farneback or DIS flow; alternatively TAPIR/TAPNext/RAFT → occlusion and drift handling
JIVISION offers project development and technical assessment for Handheld, Vehicle and UAV Video Stabilization. Scope: Stabilized handheld/vehicle/drone video, camera motion and crop metrics.
Stabilized handheld/vehicle/drone video, camera motion and crop metrics
Preserve timing and original-coordinate mappings; rigid transforms do not fully describe rolling-shutter distortion.
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.
Shi-Tomasi/FAST features → LK, Farneback or DIS flow; alternatively TAPIR/TAPNext/RAFT → occlusion and drift handling
White balance, CLAHE, non-local means, Retinex, dark-channel processing, denoising, deblurring or super-resolution → downstream A/B evaluation
Provide original media and usage rights, target formats/color/resolution, downstream tasks, example outputs, quality rules and sensitive-data scope.
Result schema, algorithm or processing configuration, example outputs and evaluation records for: Stabilized handheld/vehicle/drone video, camera motion and crop metrics. 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.
Residual shake; crop ratio; geometric distortion
Compare before/after quality and downstream outcomes on held-out samples. Record artifacts, altered details, temporal stability, manual rework and versions.
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.
Restored or generated detail is not original factual evidence. Retain originals and processing labels; permissions must cover training, derivatives, distribution and delivery.
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.
Stabilized handheld/vehicle/drone video, camera motion and crop metrics. Deliverables: Result schema, algorithm or processing configuration, example outputs and evaluation records for: Stabilized handheld/vehicle/drone video, camera motion and crop metrics. Software format and source-code scope are agreed in the contract.
Preserve timing and original-coordinate mappings; rigid transforms do not fully describe rolling-shutter distortion.
Task-specific measures: Residual shake; crop ratio; geometric distortion. Compare before/after quality and downstream outcomes on held-out samples. Record artifacts, altered details, temporal stability, manual rework and versions.
After reviewing samples for stabilized handheld/vehicle/drone video, camera motion and crop metrics, 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: L11 · Handheld, Vehicle and UAV Video Stabilization
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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