Real-time multi-object tracker using YOLOv7 and StrongSORT with OSNet
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May 28, 2024 - Python
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osnet
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Local, API-free multi-stage identity pipeline: face recognition → liveness detection → super-resolution fallback → person Re-ID, built for realistic CCTV-style conditions.
opencv ai numpy artificial-intelligence google-colab insightface mediapipe osnet onnx-runtime real-esrgan gfpgan yolov8 codeformer torchreid minifasnet
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Aug 5, 2026 - Jupyter Notebook
OpenVINO Training Extensions Object Re-identification
deep-neural-networks computer-vision deep-learning pytorch onnx reid person-reid openvino vehicle-reid onnxruntime osnet
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Feb 2, 2023 - Python
python notebook super resolution
python opencv ai cctv cctv-cameras pytorch artificial-intelligence super-resolution superresolution google-colab google-colaboratory google-colab-notebook cctv-detection cctv-monitoring basicsr cctv-surveillance osnet real-esrgan codeformer facexlib
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Jul 24, 2026 - Jupyter Notebook
Person Re-Identification pipeline (YOLOv8 + TorchReID/OSNet) — the fallback stage for matching people by appearance when face recognition can't resolve an identity.
python opencv google ai cctv cctv-cameras pytorch artificial-intelligence opencv-python reidentification reid google-colab googlecolab cctv-detection cctv-monitoring cctv-surveillance osnet yolov8 torchreid
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Aug 5, 2026 - Jupyter Notebook
Vehicle Re-Identification (ReID) dataset contains over 55,000 images for training and validation of the vehicle re-identification model
yolo vehicle-tracking vehicle-detection-and-tracking reidentification reid carla-driving-simulator vehicle-reid vehicle-reidentification vehicle-trajectory osnet
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Feb 10, 2023 - Jupyter Notebook
Multi-camera people tracking with cross-camera ReID association and bird's-eye-view spatial mapping. YOLOv8m + StrongSort + OSNet on EPFL Laboratory dataset — CMC@3: 90.0%
opencv computer-vision surveillance pytorch person-reidentification homography video-analytics multi-camera-tracking osnet bird-s-eye-view strongsort yolov8
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Apr 17, 2026 - Python
A production-ready, locally-hosted Retrieval-Augmented Generation (RAG) system for chatting with your documents.
ocr computer-vision re-identification ocr-recognition faiss vector-database osnet document-ai llm rag-chatbot
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Mar 30, 2026 - Python
Detect, track and count different classes of objects.
python docker opencv machine-learning real-time ai detection cuda pytorch yolo nvidia-docker digital-image-processing computervision deepsort mot-tracking osnet yolov7
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Apr 15, 2023 - Python
C++ pipeline for cross-camera person tracking: YOLO person detection + BYTETrack/IoU in-process or NvDCF via DeepStream, OSNet ReID + Hungarian global ID assignment
tracking computer-vision cuda cpp17 deepstream hungarian-algorithm tensorrt reidentification reid person-tracking multi-camera osnet bytetrack
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Aug 6, 2026 - C++
Multi-sport forecasting platform: CV player tracking from broadcast video, calibrated win-probability models across 4 sports, leak-guarded walk-forward validation, pre-registered claims ledger, and a documented reject graveyard. Calibration rigor, not edge claims.
python nba machine-learning computer-vision mcp monte-carlo calibration xgboost forecasting kalman-filter model-validation sports-analytics fastapi osnet quant-finance yolov8 walk-forward-validation
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Aug 7, 2026 - Python
Implementing and training an AI model for Person Re-Identification task
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Mar 5, 2025 - Python
Successfully developed a real-time soccer player re-identification and tracking system using YOLOv11 and Deep SORT with TorchreID-based embeddings.
computer-vision torch object-detection opencv-python you-only-look-once torchvision deepsort osnet ultralytics torchreid object-reidentification ultralytics-yolo yolo-v11
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Jul 11, 2025 - Python
AI-powered retail analytics platform for footfall tracking, heatmaps, zone analytics, demographics, and cross-camera ReID.
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Jun 9, 2026 - Python
Track video objects with YOLOv8 and StrongSORT, using appearance embeddings and MOT metrics for reliable multi-object tracking
aws machine-learning computer-vision deep-learning cnn pytorch video-processing object-tracking multi-object-tracking video-analytics real-time-detection deepsort reinforced-learning osnet ultralytics bytetrack strongsort lightning-ai trackeval mot17
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Aug 11, 2026 - Python
Advanced multi-object tracking pipeline — YOLOv8m + StrongSORT with OSNet appearance embeddings on MOT17. HOTA 41.6 | MOTA 38.1 | IDF1 50.8. Benchmarked against ByteTrack baseline with TrackEval.
python computer-vision deep-learning surveillance pytorch object-detection multi-object-tracking video-analytics osnet bytetrack strongsort yolov8 trackeval mot17
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Apr 17, 2026 - Python
AI-powered PPE compliance monitoring system using YOLO, ByteTrack, Flask and OpenCV.
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Jun 2, 2026 - Python
A novel implementation of Multi-Object Tracking in fixed frame setting
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Sep 13, 2022 - Jupyter Notebook
Scalable Flask API powering the Badminton AI Analyser. Orchestrates a concurrent multi-model pipeline (YOLO, StrongSORT, TrackNet, SlowFast) on Google Cloud Platform to process high-speed match footage.
python docker flask machine-learning computer-vision gcp pytorch cnn-model action-recognition osnet tracknet strongsort yolov11
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Feb 15, 2026 - Python
This is the pipeline 1 for player detection in football match. (gpu recommended)
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Jul 12, 2025 - Python
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