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Zhifei Xu's Projects

maxvit icon maxvit

[ECCV 2022] Official repository for "MaxViT: Multi-Axis Vision Transformer". SOTA foundation models for classification, detection, segmentation, image quality, and generative modeling...

mcg icon mcg

Multiscale Combinatorial Grouping - State-of-the-art Object Proposals and Segmentation

medical-image-classification-using-deep-learning icon medical-image-classification-using-deep-learning

Tumour is formed in human body by abnormal cell multiplication in the tissue. Early detection of tumors and classifying them to Benign and malignant tumours is important in order to prevent its further growth. MRI (Magnetic Resonance Imaging) is a medical imaging technique used by radiologists to study and analyse medical images. Doing critical analysis manually can create unnecessary delay and also the accuracy for the same will be very less due to human errors. The main objective of this project is to apply machine learning techniques to make systems capable enough to perform such critical analysis faster with higher accuracy and efficiency levels. This research work is been done on te existing architecture of convolution neural network which can identify the tumour from MRI image. The Convolution Neural Network was implemented using Keras and TensorFlow, accelerated by NVIDIA Tesla K40 GPU. Using REMBRANDT as the dataset for implementation, the Classification accuracy accuired for AlexNet and ZFNet are 63.56% and 84.42% respectively.

medical-transformer icon medical-transformer

Pytorch Code for "Medical Transformer: Gated Axial-Attention for Medical Image Segmentation"

medicaldetectiontoolkit icon medicaldetectiontoolkit

The Medical Detection Toolkit contains 2D + 3D implementations of prevalent object detectors such as Mask R-CNN, Retina Net, Retina U-Net, as well as a training and inference framework focused on dealing with medical images.

medicalzoopytorch icon medicalzoopytorch

A pytorch-based deep learning framework for multi-modal 2D/3D medical image segmentation

memseg icon memseg

memory-based semantic segmentation for off-road unstructured natural environments

mew-unet icon mew-unet

This is the official code repository for "MEW-UNet: Multi-axis representation learning in frequency domain for medical image segmentation"

miningfss icon miningfss

[ICCV 2021 Oral] Mining Latent Classes for Few-shot Segmentation

ml-from-scratch icon ml-from-scratch

机器学习算法 基于西瓜书以及《统计学习方法》,当然包括DL。

ml-lib icon ml-lib

A machine learning library for Max and Pure Data

ml2021-spring icon ml2021-spring

李宏毅 (Hung-Yi Lee) 機器學習 Machine Learning 2021 Spring

mlex icon mlex

exercices for machine learning course

mmcv icon mmcv

Open MMLab Computer Vision Foundation

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