Per's Public Data Repository

Vision

Per Halvorsen | GitHub | LinkedIn

Some projects around computer vision.

Ocean Species Identification

Keywords: Image classification, transfer learning, data augmentation, fine-tuning, hyper-parameters

MBARI Model Exploration

• MBARI Benthic Object Detector
• FathomNet
• TrachCAN

Keywords: Object detection, YOLO, data augmentation, COCO dataset

Super-Resolution

• ABPN: Anchor-based Plain Net
• ESRGAN
• HAT

Keywords: Super-resolution, object detection, YOLO, data augmentation, COCO dataset, convolutions, pixel shuffle, memory, speed

Multiple object tracking

• SORT
• DeepSORT
• ByteTrack
• YOLOv5 (Original Paper)

Keywords: Background subtraction, contour detection, mean-shift filtering, Kalman filtering, Hungarian algorithm

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