TX

Isaac Corley

Expert
@isaaccorley

director of research @taylor-geospatial | @torchgeo maintainer

torchrs. PyTorch implementation of popular datasets and models in remote sensing

411

torchseg. Segmentation models with pretrained backbones. PyTorch.

117

pytorch-enhance. Open-source Library of Image Super-Resolution Models, Datasets, and Metrics for Benchmarking or Pretrained Use

86

terrabit. TypeScript

78

ChesapeakeRSC. Chesapeake RSC dataset introduced in "Seeing the roads through the trees: A benchmark for modeling spatial dependencies with aerial imagery"

75

geospatial-skills. HTML

63

hydro-foundation-model. Hydro -- A Foundation Model for Water in Satellite Imagery

62

a-change-detection-reality-check. Code and experiments for the paper, "A Change Detection Reality Check", Corley et al.

60

pytorch-modulation-recognition. PyTorch Implementation Modulation Recognition Networks on the RadioML2016 Dataset

36

deep-aesthetics-pytorch. PyTorch implementation of "Photo Aesthetics Ranking Network with Attributes and Content Adaptation" by Kong et al. (ECCV 2016)

34

dfc2022-baseline. A simple baseline for the 2022 IEEE GRSS Data Fusion Contest (DFC2022)

32

mlp-mixer-pytorch. PyTorch implementation of "MLP-Mixer: An all-MLP Architecture for Vision" Tolstikhin et al. (2021)

31

prithvi-pytorch. Jupyter Notebook

21

landsatbench. Landsat-Bench: Datasets and Benchmarks for Landsat Foundation Models

20

resize-is-all-you-need. The official repository for the paper "Revisiting pre-trained remote sensing model benchmarks: resizing and normalization matters"

19

segmenter-pytorch. PyTorch implementation of "Segmenter: Transformer for Semantic Segmentation" Strudel et al. (2021)

18

simsiam-pytorch. PyTorch Implementation of SimSiam from "Exploring Simple Siamese Representation Learning" by Chen et al.

17

contourrs. Fast raster polygonization with Arrow export — pure Rust, zero GDAL

16

detcon-pytorch. PyTorch implementation of DeepMind's DetCon from "Efficient Visual Pretraining with Contrastive Detection" Henaff et al. (ICCV 2021)

15

simpleview-pytorch. PyTorch implementation of SimpleView from "Revisiting Point Cloud Classification with a Simple and Effective Baseline", Goyal et al. (2020)

14

temporal-mosaiks. Embed2Scale Challenge 4th Place Solution (Training Free!)

13

jax-enhance. minimal library for image super-resolution implemented in jax

13

landslide4sense. LandSlide4Sense 2022 Baseline

11

zrg-dataset. WACV 2024 "ZRG: A Dataset for Multimodal 3D Residential Rooftop Understanding"

10

Making-Convolutional-Networks-Shift-Invariant-Again-Tensorflow. Tensorflow Implementation of BlurPool the Antialiasing Pooling operation from "Making Convolutional Networks Shift-Invariant Again"

10

goldeneye. GoldenEye is a library of geospatial vision-language models -- run any geospatial VLM in three lines of code

10

geopool. Python

9

contrastive-surface-image-pretraining. The official repository for the ICIP 2022 paper "Supervising Remote Sensing Change Detection Models with 3D Surface Semantics"

8

faissknn. Faiss Multilabel and Multiclass KNN Classifier Implementations

8

deep-image-harmonization-pytorch. PyTorch implementation of "Deep Image Harmonization" by Tsai et al. (CVPR 2017)

7

research-repo-template. TeX

7

matlab-nn-toolbox-layers. Implementation of Layer and Activations not currently available in the Matlab Deep Learning Toolbox

6

Gradient-Sonification-Keras-Callback. Keras Callback for Auralization of Gradient Norms

4

convmlp-pytorch. PyTorch implementation of "ConvMLP: Hierarchical Convolutional MLPs for Vision" Li et al. (2021)

4

planetary-computer-mcp. A MCP Server for querying and downloading satellite imagery from the Planetary Computer STAC API

4

torchgeo. TorchGeo: datasets, transforms, and models for geospatial data

3

torchgeo-experimental. Some TorchGeo Experimental Ideas and Training/Inference Code

3

QUIPSTER-Automatic-Cipher-Solver. Implementation of the QUIPSTER Substitution Cipher Solving Algorithm from "Solving Substitution Ciphers" - Hasinoff (2003)

2

image-matching-models. Code to easily try 30 (and growing) different image matching methods

1

earthquake-monitoring-by-ranking. [ECML-PKDD 2024 MACLEAN] Estimating Earthquake Magnitude in Sentinel-1 Imagery via Ranking

1

Neural-Branch-Prediction. Computer Architecture Branch Prediction using Deep Neural Networks

1

Privacy-Encoder. Python

1

StockSellRulesChecker. Jupyter Notebook

1

Python-Cache-Simulator. Graduate Computer Architecture Course Project - Cache Simulator

1

Adaptive-Filters. Python

1
45
Apply