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Virtual Try-On using Pose Estimation - project prototype demo screenshot
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Virtual Try-On using Pose Estimation

A virtual try-on demo that dresses a user's photo in a chosen garment without any 3D modeling. MediaPipe Pose extracts 33 bod...

MediaPipe NumPy Python 3.10
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Real-Time Video Cartoonizer using OpenCV - project prototype demo screenshot
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Real-Time Video Cartoonizer using OpenCV

A real-time cartoon filter for webcam video, built entirely with classical OpenCV — no machine learning, no training data. Ea...

NumPy Python 3.10 OpenCV (video capture
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Handwritten Equation Solver using CNN - project prototype demo screenshot
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Handwritten Equation Solver using CNN

A system that reads a handwritten math equation from a photo and returns the solved answer. A CNN classifier trained on EMNIS...

PyTorch Python 3.10 EMNIST dataset (Cohen et al. 2017
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Shoplifting Detection using Pose Estimation - project prototype demo screenshot
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Shoplifting Detection using Pose Estimation

A store monitoring aid that flags suspicious concealment gestures in footage. MediaPipe pose extracts body landmarks per pers...

Python 3.10 OpenCV (video capture landmark overlays
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Drowning Detection in Pools using CNN - project prototype demo screenshot
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Drowning Detection in Pools using CNN

A pool monitoring aid that watches camera feeds for drowning-like distress patterns. Frame differencing builds motion maps, M...

NumPy Pandas PyTorch
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Vision-Based Fire Detection using CNN - project prototype demo screenshot
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Vision-Based Fire Detection using CNN

A vision-based fire detector that watches indoor camera feeds for flames. A transfer-learned CNN fine-tuned on public flame i...

PyTorch Python 3.10 Grad-CAM overlays)
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Tea Leaf Quality Classification using CNN - project prototype demo screenshot
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Tea Leaf Quality Classification using CNN

A tea leaf quality grader that turns a photo of plucked leaves into a quality grade. A ResNet or EfficientNet CNN, pretrained...

NumPy PyTorch Python 3.10
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Grain Quality Grading using Computer Vision - project prototype demo screenshot
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Grain Quality Grading using Computer Vision

A grain quality grader that turns a sample photograph into a quality grade. It segments kernels from a uniform background wit...

Random Forest scikit-image Python 3.10
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PCB board photograph with YOLO defect detection results and an inspection report table showing board IDs, defect classes and pass/fail status for the PCB Defect Detection using YOLO project.
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PCB Defect Detection using YOLO

This project builds a YOLOv8 object detector that localizes soldering and component defects — opens, shorts, mousebites, spur...

NumPy · pandas · dataset handling & metrics Python 3.10 · Ultralytics YOLOv8 · detection training PyTorch · training backend under Ultralytics
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