huggingface / huggingface/computer-vision-course

Image Reconstruction/Enhancement with Real-time Image Processing

Open
#72 2 comments 0 reactions 0 assignees View on GitHub
enhancement
Dominant language
Jupyter Notebook
Stars
881
Forks
242
Avg merge
2m
Merged PRs (30d)
1

Description

a) Image Reconstruction/Enhancement

1) Image Transformation through Domains:
- Fourier Transform
- Discrete Fourier Transform
- Convolution Theorem and Filtering in Frequency Domain
- Discrete Cosine Transform
- Haar Transform

2) Image Enhancement:

- Operations in Frequency Domain vs Spatial Domain (Point Processing Techniques/Spatial Filtering)
- Histogram Equalization
- Histogram Matching
- Denoising/Deblurring etc.
- Upsampling/Super-Resolution

3) Image Reconstruction/Enhancement using Deep Learning

b) Development of a Real-time Image Processing Framework

1) Data Acquisition
2) Pre-processing (including Image Reconstruction/Enhancement)
3) Object Detection/Segmentation (including model optimization using pruning/quantization etc)
4) Post-processing
5) Containerization/Storage

c) Optional: Use case in real world applications: Medical Imaging

Contributor guide

Open the contributing guide

Assessment

This issue has not been assessed yet.

Get new issues in your inbox

A short digest of beginner-friendly GitHub issues.