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sunycl's Projects

mask_rcnn icon mask_rcnn

Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow

masktrackrcnn icon masktrackrcnn

MaskTrackRCNN for video instance segmentation based on mmdetection

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.

medicalnet icon medicalnet

Many studies have shown that the performance on deep learning is significantly affected by volume of training data. The MedicalNet project provides a series of 3D-ResNet pre-trained models and relative code.

microsoft-dsvm icon microsoft-dsvm

This repo contains deep learning + computer vision code I have ran on the Microsoft Data Science Virtual Machine

nucleidetectron icon nucleidetectron

7th place solution for the 2018 Data Science Bowl with a score of 0.591

nucleisegmentation icon nucleisegmentation

This is the source code for training and testing our three class CNN algorithm for generalized nuclei segmentation (IEEE TMI paper) using Torch.

panet icon panet

PANet for Instance Segmentation and Object Detection

preciseroipooling icon preciseroipooling

Precise RoI Pooling with coordinate gradient support, proposed in the paper "Acquisition of Localization Confidence for Accurate Object Detection" (https://arxiv.org/abs/1807.11590).

pyfishervector icon pyfishervector

Python implementation for Image Classification based on GMM dictionaries and fisher vectors.

pytorch-gan icon pytorch-gan

PyTorch implementations of Generative Adversarial Networks.

pytorch-unet icon pytorch-unet

Pytorch implementation of the U-Net for image semantic segmentation, with dense CRF post-processing

pytorch_mask_rcnn icon pytorch_mask_rcnn

Converted from [tf+keras version MASK-RCNN](https://github.com/matterport/Mask_RCNN)

scalenet icon scalenet

Data-Driven Neuron Allocation for Scale Aggregation Networks

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