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Three selected research experiences at Singh Lab. The most recent one is the development of the contrastive learning model, which aligns multiple modalities into a unified embedding space, realizing zero-shot classification and cross-modal retrieval. The other two, Gumbel Softmax and Slot Attention, are related to enhanced single cell segmentation.

Contrastive Multimodal Learning:

Screenshot 2023-12-02 at 5 06 57 AM Screenshot 2023-12-02 at 5 12 44 AM

Single Cell Segmentation:

Screenshot 2023-12-02 at 11 06 13 PM Screenshot 2023-12-02 at 11 06 28 PM