https://akrishna77.github.io/visual-relationships/
Create a virtual environment, to avoid dependency mismatches.
conda create -n cvproj python=3.7.4
conda activate cvproj
Install dependencies from requirements.txt
.
pip install -r requirements.txt
Faster-RCNN - Satya Mallick's Blog
Spacy for S-P-O extraction - Peter's Github - Sticking with this!
NLTK approach - Poor performance!
Stanford Parser approach - Poor Performance!
Triplet Mining from Dataset
Few-shot learning based approach for Visual Relationship detection - triplet loss function. (Ongoing)
Object pair filtering.
If you're having trouble viewing the notebook, copy the link to the .ipynb
file into Jupyter Notebook Viewer!