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akilasadhish's Projects

a2s2k-resnet icon a2s2k-resnet

A2S2K-ResNet: Attention-Based Adaptive Spectral-Spatial Kernel ResNet for Hyperspectral Image Classification

attentionn icon attentionn

All about attention in neural networks. Soft attention, attention maps, local and global attention and multi-head attention.

csrnet-pytorch icon csrnet-pytorch

CSRNet: Dilated Convolutional Neural Networks for Understanding the Highly Congested Scenes

d2l-en icon d2l-en

Interactive deep learning book with code, math, and discussions. Available in multi-frameworks. Adopted at 175 universities.

deeptreeattention icon deeptreeattention

Implementation of Hang et al. 2020 "Hyperspectral Image Classification with Attention Aided CNNs" for tree species prediction

dilation icon dilation

Dilated Convolution for Semantic Image Segmentation

drn icon drn

Dilated Residual Networks

ecanet icon ecanet

Code for ECA-Net: Efficient Channel Attention for Deep Convolutional Neural Networks

handson-ml icon handson-ml

A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in python using Scikit-Learn and TensorFlow.

hybridsn icon hybridsn

A keras based implementation of Hybrid-Spectral-Net as in IEEE GRSL paper "HybridSN: Exploring 3D-2D CNN Feature Hierarchy for Hyperspectral Image Classification".

jstars_2020_dpn-hra icon jstars_2020_dpn-hra

Deep Prototypical Networks With Hybrid Residual Attention for Hyperspectral Image Classification, JSTARS, 2020

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