gofynd/mildnet
Visual Similarity research at Fynd. Contains code to reproduce 2 of our research papers.
Implements lightweight CNN architectures (MILDNet, RankNet, Visnet) with skip connections for e-commerce image embedding and retrieval, using various loss functions (contrastive, hinge, angular) to train visual similarity models. Provides 25 pre-configured experiment variants enabling ablation studies across architectures (VGG16/19, MobileNet), loss functions, and feature dimensions. Supports both local and Google Cloud ML Engine training with pre-trained model weights available, plus Jupyter notebooks for end-to-end training and inference workflows.
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84
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Language
Jupyter Notebook
License
Apache-2.0
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Last pushed
Mar 24, 2023
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