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Nwoye Chinedu's Projects

cholect45 icon cholect45

Laparoscopic video dataset for surgical action triplet recognition

convlstm-surgical-tool-tracker icon convlstm-surgical-tool-tracker

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.

graph-cut icon graph-cut

Graph-cut Image Segmentation ---------------------------- Implements Boykov/Kolmogorov’s Max-Flow/Min-Cut algorithm for computer vision problems. Two gray-scale images have been used to test the system for image segmentation (foreground/background segmentation) problem. Steps: 1. defined the graph structure and unary and pairwise terms. For graph structure, i have used available packages/libraries such as PyMaxflow. 2. likelihood function for background and foreground has been generated. 3. General energy function consisting of unary and pairwise energy functionals have been written. 4. Likelihood maps (intensity map ranging from 0 to 1) for foreground and background have been displayed. 5. Use Boykov/Kolmogorov maxflow / mincut approach for solving the energy minimization problem. 6. Final segmentation have been displayed. Created an image for which the background pixels are red, and the foreground pixels have the color of the input image. Relevant paper can be found here: http://www.csd.uwo.ca/~yuri/Papers/pami04.pdf

imagen-pytorch icon imagen-pytorch

Implementation of Imagen, Google's Text-to-Image Neural Network, in Pytorch

ivtmetrics icon ivtmetrics

A Python evaluation metrics package for surgical action triplet recognition

new_website icon new_website

a fork of https://jonbarron.info/ for use in jekyll builds with markdown page updates

option_pricing icon option_pricing

Black Scholes, Binomial Lattice of Pricing European and American call and put options

rendezvous icon rendezvous

A transformer-inspired neural network for surgical action triplet recognition from laparoscopic videos.

tensorflow icon tensorflow

Computation using data flow graphs for scalable machine learning

trackeval icon trackeval

HOTA (and other) evaluation metrics for Multi-Object Tracking (MOT).

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