Search for videos using an image query.
Project description
Graph Based Temporal Aggregation for Video Retrieval
VIRALIQ: VIdeo RetrevAL through Image Queries
Dependencies
FFmpeg
FFmpeg is required for extracting frames from videos. Download links can be found here.
Note: Windows users will have to add the FFmpeg bin folder to the PATH variable.
Installation
Install the package using pip
pip install viraliq
CLI usage
Create embeddings
Create video embeddings
viraliq cluster "PATH_TO_VIDEO_DIR"
Search
Search using an image query
viraliq search "PATH_TO_VIDEO_DIR" "PATH_TO_IMAGE"
Citing
If you find VIRALIQ useful please cite the following paper:
Srinivasan, Arvind, Aprameya Bharadwaj, Aveek Saha, and Subramanyam Natarajan. "Graph Based Temporal Aggregation for Video Retrieval." arXiv preprint arXiv:2011.02426 (2020).
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