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This repo contains an implementation code for the weakly supervised surgical tool tracker. In this research, the temporal dependency in surgical video data is modeled using a convolutional LSTM which is trained only on image level labels to detect, localize and track surgical instruments.
Visualization of dataset splits for surgical phase and instrument recognition
This is done as part of my sophomore research intern. It uses deep learning for surgical tool detection. It can also be used to define the quality of surgery and easily extendable provide a rating after surgery is over.
modular stereotaxic holder for implanting optic fibers, guide cannulas, and GRIN anchors
Code and trained models of DSRD-Net_Surgery_Instruments_Segmentaion
3D printed mouse stereotax
Rat neonate stereotactic platform.
Various parts for stereotaxic surgery
Simple devices and software to facilitate microscopy, electrophysiology, and microbiology techniques for systems neuroscience research. Easy to fabricate and use with low-cost 3D Printers.