Computer Vision Expert for Custom YOLO Model Training & Target Tracking
Budget: $200.0
FIXED /
⭐ 0.00 (0)
Saudi Arabia
computer-vision, python, machine-learning, deep-learning, opencv
Job Title: Computer Vision Expert for Custom Target Tracking Optimization
Job Description:
I am looking for an expert in Computer Vision and Deep Learning to develop and train a high-precision object detection model (YOLO-based) specifically for Uncharted 4 Multiplayer.
The goal is to create a professional-grade, stable tracking system with the following requirements:
Adaptive Bounding Box: The system must maintain a stable tracking box restricted to the target’s upper body (from waist to head). This box must be adaptive; it must precisely adjust and scale according to the target's distance (e.g., focusing specifically on the head area for long-range targets).
Target Exclusivity: The model must identify active human players only. It must be strictly trained to ignore:
Map elements, static assets, and environmental clutter.
Visual distractors like objective markers (e.g., the red 'King of the Hill' capture zone).
Non-player objects that resemble human silhouettes, such as statues, posters, and paintings.
High-Performance Training: I require a robust training process using:
Data Augmentation: Incorporating various lighting conditions, motion blur, and occlusions (partially hidden targets).
Negative Samples: Extensive training on "friendly" markers and background elements to ensure zero false-positive detections.
Movement-Based Validation: The model should prioritize active human movement patterns over static shapes to avoid false triggers.
Integration Readiness & Documentation:
The final model must be stable, modular, and ready for integration into a Python-based control system.
I require the code to be clean, well-commented, and accompanied by brief documentation on how to fine-tune the model for future adjustments.
Latency Optimization: The model must be optimized for high frame rates (FPS) and minimum latency to ensure real-time responsiveness.
Application Requirements:
Please highlight your experience with custom YOLO training, object tracking stability, and your approach to handling environmental noise in high-motion environments. If available, please provide a video demo or examples of your previous work in target tracking stability
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