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I have a Python script that controls an antenna array and performs object detection with a basic Hamming-windowed FFT. While it works, the range resolution is still too coarse for my needs. I began experimenting with the MUSIC algorithm and even toyed with the idea of adding a continual-learning loop, but I would like a cleaner, expertly implemented solution—whether that is MUSIC, ESPRIT, a refined windowing strategy, or any other modern signal-processing method you can justify. Here is the current landscape: • Language & stack: Python with NumPy, SciPy and Matplotlib. • Key variable: signal-processing methods drive the entire detection chain, so any change must integrate cleanly with the existing pipeline. • Desired outcome: a measurable, demonstrable improve...

Need someone to look at my camera images for a hit and run ( 3days)

Title: Image Annotation Specialist (LabelMe) + YOLO Dataset Preparation (34–36 Classes) — Phase 1: Image Scrubbing & Classification Description: I am building an AI-based visual inspection system using real-world highway images and need support preparing a high-quality dataset for YOLO training. This is a structured, multi-phase project. Accuracy, consistency, and attention to detail are critical. ⚠️ Important: This job will begin with Phase 1 only (image scrubbing and classification). Further phases (annotation and YOLO dataset preparation) will follow based on performance. --- Scope of Work: Phase 1 – Image Scrubbing & Pre-Classification (Current Phase) This is the most critical step of the project. * Review large volumes of real-world highway images (h...

Computer Vision Developer – Sports Video Analysis (Mobile-Based) Description: We are looking for a skilled computer vision developer to assist with building a prototype system that analyses sports video captured from smartphones. The goal is to detect and track fast-moving objects, identify key events within video footage, and generate structured outputs (e.g. timestamps, event detection, basic classifications). This is an early-stage prototype, so we are looking for someone who can work quickly, think practically, and help shape the technical approach. Key Responsibilities: Develop object detection and tracking models for fast-moving objects (e.g. ball tracking) Process video input from 1–2 mobile camera angles Detect key events (e.g. impacts, direction changes, motion pa...

I need assistance in developing a web application using UI Bakery and Google Cloud Vision. The main functionality of the app will be object detection. The ideal candidate should have: - Proficiency in UI Bakery for frontend development - Experience with Google Cloud Vision, specifically in object detection - Strong web application development skills - Ability to integrate APIs and ensure smooth functionality Please provide examples of similar work done.

I need an AI-powered image-recognition tool that focuses exclusively on identifying everyday household items. The core requirement is clear: when the model sees a photo, it should reliably detect and classify objects such as chairs, tables, kettles, lamps, and similar items that people typically keep at home. Here is how I picture the workflow and final hand-off: • Model: A well-trained neural network (TensorFlow, PyTorch, or a comparable framework) tuned for object detection/classification. • Dataset handling: Either you assemble and label a suitable open-source dataset or guide me on licensing a ready-made one; in either case, the final dataset or clear reproducibility steps must be included. • Inference pipeline: A simple script or lightweight API endpoint so I can ...

Title: Design & Program High-Speed Bottle Counting System (Sensor + Digital Counter) Description: I run a bottle redemption/recycling operation in New York and need help building a high-speed automated counting system for plastic bottles and cans. The system will use a through-beam or laser photoelectric sensor to detect items passing through a chute and send signals to a counter/display unit. --- Project Scope: I need someone to: 1. Design a reliable counting system using: - Through-beam or laser sensor (must detect clear plastic bottles) - Counter/display unit (industrial or microcontroller-based) 2. Provide: - a built out system with instructions , Sensor + Counter + 3. (Optional but preferred) - Arduino or microcontroller code (if applicable) - Recommen...