Shape files and Geojson files for various categories of India.

Implementation of Vision Transformer, a simple way to achieve SOTA in vision classification with only a single transformer encoder, in Pytorch

seasonal-contrast is a ServiceNow Research project that was started at Element AI.

Examples for https://github.com/optuna/optuna

DeepSARFlood: Rapid and Automated SAR-based flood inundation mapping using Vision Transformer-based Deep Ensembles with uncertainty estimates.

Towards a Unified Copernicus Foundation Model for Earth Vision

Transfer learning with CIFAR 10 dataset using Resnet 18 weights

95.47% on CIFAR10 with PyTorch

A deep learning pipeline for cell and organelle segmentation

SSL4EO-S12: a large-scale dataset for self-supervised learning in Earth observation

Techniques for deep learning with satellite & aerial imagery

TorchGeo: datasets, samplers, transforms, and pre-trained models for geospatial data

Pretrained TorchVision models on CIFAR10 dataset (with weights)

Distributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet.

The largest collection of PyTorch image encoders / backbones. Including train, eval, inference, export scripts, and pretrained weights -- ResNet, ResNeXT, EfficientNet, NFNet, Vision Transformer (V…

A set of python programs that can be run on the command line to prepare any LISFLOOD-FP simulation

R Package to simulate plausible versions of SRTM and MERIT DEMs

An End-to-End Deep Learning Approach for Digital Terrain Model Generation

Exploring the use of machine learning to convert a Digital Surface Model (e.g. SRTM) to a Digital Terrain Model

NASA’s Cryosphere Altimetry Processing Toolkit

Intro to HDF5 and ICESat-2 data files

Geostatistical variogram estimation expansion in the scipy style

smrf - A Simple Morphological Filter for Ground Identification of LIDAR Data

Flood mapping program based on high-resolution terrain analyses

A Python package for interactive geospatial analysis and visualization with Google Earth Engine.

Canadian Estimator of Ratings Curves using HAND and Discharge (CERC-HAND-D). A custom ArcGIS Pro tool used to create a synthetic rating curve using publicly available data from the Government of Ca…