Dock B / Session 18
Tracks boxes entering the truck, flags wrong-item events, and keeps the session manifest in sync.
TırGöz — Loading session intelligence and route optimization
This project aims to develop a logistics monitoring and optimization platform that integrates computer vision and vehicle routing optimization to enhance efficiency in loading docks and distribution centers. The system processes live video streams from cameras to automatically detect anomalies and damages during cargo loading, track goods entering and exiting inventory, validate loading-session constraints, and perform real-time route optimization based on dynamic conditions.
Key Objectives
Detect crushed boxes, torn packaging, misplacement, wrong-item loading, and unsafe stacking during loading sessions through live video using deep learning models.
Track goods entering and exiting inventory, update loading-session manifests, and check item, quantity, and destination constraints through object detection.
Optimize delivery plans using multi-depot vehicle routing with capacity and time constraints, re-planning based on real-time loading-session CV events.
Demo Videos
Live demonstrations of the loading-session computer vision modules in action.
YOLO-based monitoring for detecting item-level loading-session anomalies.
Computer vision workflow demonstration for identifying split-order loading issues and constraint violations.
Team
Deliverables
Download the project's deliverables from this section.
The project specifications report provides a brief description, high-level architecture, and requirements of the proposed project.
DownloadThe analysis and requirement report contains a detailed analysis of the problem. It addresses all relevant issues.
DownloadThe detailed design report describing the system architecture, component designs, data models, and interface specifications of the project.
DownloadThe final design project report covering the complete system design, implementation details, testing results, and project outcomes.
DownloadFinal presentation slides covering the project overview, system design, implementation highlights, and demonstration of key features.
DownloadOther Documents
Download the project's other documents and individual logbooks from this section.
Project description, key objectives, value and impact, and basic diagram.
DownloadMeeting notes from the discussion with Onur Bıçakçı on 13.11.2025.
DownloadIndividual project logbook documenting progress, tasks, and contributions.
DownloadIndividual project logbook documenting progress, tasks, and contributions.
DownloadIndividual project logbook documenting progress, tasks, and contributions.
DownloadIndividual project logbook documenting progress, tasks, and contributions.
Download