Zhuangfang Yi 依庄防's repositories

pixel-decoder

A tool for running deep learning algorithms for semantic segmentation with satellite imagery

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awesome-satellite-imagery-datasets

List of satellite imagery datasets with annotations for computer vision and deep learning

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segment-anything-eo

Earth observation tools for Meta AI Segment Anything

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agoro-field-boundary-detector

Detect field boundaries using satellite imagery.

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covid19-healthsystemcapacity

Open geospatial work to support health systems' capacity (providers, supplies, ventilators, beds, meds) to effectively care for rapidly growing COVID19 patient needs

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decode

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

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Deep-Learning-in-Production

In this repository, I will share some useful notes and references about deploying deep learning-based models in production.

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dl_landscapes_paper

Buscombe & Ritchie (2018) Landscape Classification with Deep Neural Networks. Geosciences 2018, 8(7), 244

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eo-learn

Earth observation processing framework for machine learning in Python

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fc

Fractional Cover

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Geoyi.github.io

Zhuang-Fang NaNa Yi's profile and work

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landlab

Landlab codebase, wiki, and tests

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lightweight-temporal-attention-pytorch

A PyTorch implementation of the Light Temporal Attention Encoder (L-TAE) for satellite image time series. classification

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nvidia-anaconda-docker

Docker container for running JUPYTER Notebook within an ANACONDA environment, exploiting NVIDIA-DOCKER for GPUs

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Object-Detection-Metrics

Most popular metrics used to evaluate object detection algorithms.

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parkingdirty

Using computer vision to detect if bike lanes are blocked

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segment-anything

The repository provides code for running inference with the SegmentAnything Model (SAM), links for downloading the trained model checkpoints, and example notebooks that show how to use the model.

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small_utils

small util script to share with my team!

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style-transfer

style transfer web app [FastAPI + streamlit + Docker]

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utae-paps

PyTorch implementation of U-TAE and PaPs for satellite image time series panoptic segmentation.

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