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).