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A Computer Vision project for Image Recognition, Optical Character Recognition (OCR) and YOLO Object Detection on images and video.

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Computer Vision Project

This repository contains code and resources related to a Computer Vision project focusing on Image Recognition, Optical Character Recognition (OCR), YOLO Object Detection, and various pretrained models.

Image Recognition

Inception Model

  • pretrained_inceptionv3.py: Python script for using the InceptionV3 model.
  • inceptionv3.png: Image related to InceptionV3.
  • info.md: Information about InceptionV3 model.

ResNet Model

  • pretrained_resnet.py: Python script for using the ResNet model.
  • info.md: Information about the ResNet model.

VGGNet Models

  • pretrained_vggnet16.py: Python script for using the VGGNet16 model.
  • pretrained_vggnet19.py: Python script for using the VGGNet19 model.
  • vggnet16.png: Image related to VGGNet16.
  • vggnet19.png: Image related to VGGNet19.
  • info.md: Information about VGGNet models.

Xception Model

  • pretrained_xception.py: Python script for using the Xception model.
  • info.md: Information about the Xception model.

Optical Character Recognition (OCR)

  • tesseract_ocr_image.py: Python script for performing OCR using Tesseract.
  • temp_img.jpg: Temporary image used for OCR.

YOLO Object Detection

  • image.py: Python script for YOLO object detection on images.
  • realtime_webcam.py: Python script for real-time YOLO object detection using a webcam.
  • video.py: Python script for YOLO object detection on video.

dataset : Directory containing YOLO configuration and weights files.

- `yolov3.cfg`: YOLO configuration file.
- `yolov3.weights`: YOLO weights file.

Images

  • testing/: Directory containing sample images for testing various computer vision tasks.
    • fox_sample1.png
    • fox_sample2.png
    • scene1.jpg
    • scene2.jpg
    • scene3.jpg
    • scene4.jpg
    • scene5.jpg
    • scene6.jpg
    • scene7.jpg
    • scene8.jpg
  • Other image files: cat_greyscale.jpg, cat.png, cat2.jpg, test1.png, test2.png, test3.png, test4.png, test5.png, test6.png, test7.png, test8.png, test9.png, test10.png, car.jpg.

Videos

  • video-sample.mp4: Sample video file for testing video object detection.

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A Computer Vision project for Image Recognition, Optical Character Recognition (OCR) and YOLO Object Detection on images and video.

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