Image Segmentation

This repo was created for academic research and test result. Repo will update after academic article online.

This repo contains weights of Unet++ model with SE-ResNeXt101 encoder trained with our private Istanbul dataset and Inria and Massachusetts datasets seperately. Trainings have been realized using PyTorch and segmentation models library. We also provide an inference notebook to run prediction on GeoTiff images. This notebook also outputs prediction images as GeoTiff.

Weights Files

You can use the following links to download weights files:

Unet++ trained with Istanbul Dataset: Download
Unet++ trained with Inria Dataset: Download
Unet++ trained with Massachusetts Dataset: Download
Unet++ with InceptionResNetv2 encoder: Download
Unet++ with EfficientNet-b6 encoder: Download
UNet with SE-ResNeXt101 encoder: Download
UNet with InceptionResNetv2 encoder: Download
UNet with EfficientNet-b6 encoder: Download
DeepLabv3+ with SE-ResNeXt101 encoder:Download

Stack and Requirements

To run the notebook, following libraries are required:

torch == 1.7.1
segmentation-models-pytorch == 0.1.3
scikit-image = 0.18.1
GDAL == 3.2.1
tifffile == 2021.2.1

Image segmentation with private İstanbul Dataset

Related tags

Overview

Image Segmentation

Weights Files

Stack and Requirements

Owner

İrem KÖMÜRCÜ

Direct Multi-view Multi-person 3D Human Pose Estimation

PyTorch-LIT is the Lite Inference Toolkit (LIT) for PyTorch which focuses on easy and fast inference of large models on end-devices.

A Python framework for developing parallelized Computational Fluid Dynamics software to solve the hyperbolic 2D Euler equations on distributed, multi-block structured grids.

Cross-modal Deep Face Normals with Deactivable Skip Connections

In this project, we develop a face recognize platform based on MTCNN object-detection netcwork and FaceNet self-supervised network.

ML From Scratch

Dataset VSD4K includes 6 popular categories: game, sport, dance, vlog, interview and city.

Project Tugas Besar pertama Pengenalan Komputasi Institut Teknologi Bandung

BESS: Balanced Evolutionary Semi-Stacking for Disease Detection via Partially Labeled Imbalanced Tongue Data

Code for ICCV 2021 paper "Distilling Holistic Knowledge with Graph Neural Networks"

A python library to artfully visualize Factorio Blueprints and an interactive web demo for using it.

An Inverse Kinematics library aiming performance and modularity

Ansible Automation Example: JSNAPY PRE/POST Upgrade Validation

Code for the paper Open Sesame: Getting Inside BERT's Linguistic Knowledge.

GazeScroller - Using Facial Movements to perform Hands-free Gesture on the system

Resco: A simple python package that report the effect of deep residual learning

A Dying Light 2 (DL2) PAKFile Utility for Modders and Mod Makers.

DiSECt: Differentiable Simulator for Robotic Cutting

This is the implementation of GGHL (A General Gaussian Heatmap Labeling for Arbitrary-Oriented Object Detection)

A tight inclusion function for continuous collision detection