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Sumesh KC's Projects

aerial_mtl icon aerial_mtl

PyTorch implementation for multi-task learning with aerial images for the datasets: IEEE Data Fusion Contest 2018 (DFC2018) and ISPRS-Vaihingen.

aitlas icon aitlas

AiTLAS implements state-of-the-art AI methods for exploratory and predictive analysis of satellite images.

courseaiml icon courseaiml

A series of interactive labs we prepared for the Introduction into Artificial Intelligence and Machine Learning course. The content of the series is based on Python, IPython Notebook, and PyTorch.

decode icon decode

Python code for the DECODE method and mxnet code for Fractal ResUNet

detectron2 icon detectron2

Detectron2 is a platform for object detection, segmentation and other visual recognition tasks.

geebook icon geebook

Geospatial Data Science with Earth Engine and Geemap

groungseg_lidar icon groungseg_lidar

Progressive TIN Densification (PTD) Algorithm for LiDAR Data Filtering

hrvit icon hrvit

HRViT ("Multi-Scale High-Resolution Vision Transformer for Semantic Segmentation"), CVPR 2022.

lulc icon lulc

Example code for land-use/land-cover classification from satellite imagery

mae icon mae

PyTorch implementation of MAE https//arxiv.org/abs/2111.06377

mask2former icon mask2former

Code release for "Masked-attention Mask Transformer for Universal Image Segmentation"

mask_rcnn icon mask_rcnn

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

maskrcnn-benchmark icon maskrcnn-benchmark

Fast, modular reference implementation of Instance Segmentation and Object Detection algorithms in PyTorch.

pytorch-image-models icon pytorch-image-models

PyTorch image models, scripts, pretrained weights -- ResNet, ResNeXT, EfficientNet, EfficientNetV2, NFNet, Vision Transformer, MixNet, MobileNet-V3/V2, RegNet, DPN, CSPNet, and more

pytorch-unet icon pytorch-unet

PyTorch implementation of the U-Net for image semantic segmentation with high quality images

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