CompressAI and CompressAI-Vision

CompressAI-Vision is a specialized application framework built on top of CompressAI that extends its general compression research capabilities to the specific domain of video compression for machine vision tasks.

CompressAI
76
Verified
CompressAI-Vision
46
Emerging
Maintenance 17/25
Adoption 10/25
Maturity 25/25
Community 24/25
Maintenance 10/25
Adoption 9/25
Maturity 16/25
Community 11/25
Stars: 1,535
Forks: 266
Downloads:
Commits (30d): 20
Language: Python
License: BSD-3-Clause-Clear
Stars: 113
Forks: 10
Downloads:
Commits (30d): 0
Language: Python
License: BSD-3-Clause-Clear
No risk flags
No Package No Dependents

About CompressAI

InterDigitalInc/CompressAI

A PyTorch library and evaluation platform for end-to-end compression research

CompressAI helps researchers and engineers working on media compression develop and evaluate new, highly efficient image and video compression techniques. You can input raw image or video data and use this to compare your custom compression models against established methods like BPG or VTM, or explore pre-trained AI models for state-of-the-art results. This is for anyone creating or comparing advanced compression algorithms.

media-compression image-processing video-encoding deep-learning-research algorithm-benchmarking

About CompressAI-Vision

InterDigitalInc/CompressAI-Vision

CompressAI-Vision helps you design, test and compare Video Compression for Machines pipelines. Compression methods can be either pulled from custom AI-based modules from CompressAI or traditional codecs such as H.266/VVC.

This tool helps researchers and engineers evaluate how well video and intermediate visual features are compressed when used for machine tasks like object detection or pose estimation. You feed it video or feature data, along with different compression methods (both traditional and AI-based), and it outputs performance metrics for computer vision tasks. This is for anyone working on optimizing data transmission for AI-driven video analysis.

video-analytics computer-vision edge-AI machine-learning-operations data-compression

Scores updated daily from GitHub, PyPI, and npm data. How scores work