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Basic SNN propogating spikes between LIF neurons
Encoder-decoder architecture using ResNet and transposed ResNet (resnet 50, resnet 101)
Reconstructing the content of image based on paper "Understanding Deep Image Representations by Inverting Them"
Implementing "The Lottery Ticket Hypothesis" paper by "Jonathan Frankle, Michael Carbin"
tiny-imagenet dataset downloader & reader using tensorflow_datasets (tfds) api
Tiny-ImageNet Classifier using Pytorch
Practice on cifar100(ResNet, DenseNet, VGG, GoogleNet, InceptionV3, InceptionV4, Inception-ResNetv2, Xception, Resnet In Resnet, ResNext,ShuffleNet, ShuffleNetv2, MobileNet, MobileNetv2, SqueezeNet…
🔬 Some personal research code on analyzing CNNs. Started with a thorough exploration of Stanford's Tiny-Imagenet-200 dataset.
Image Classification using Convolutional Neural Network
Keras + tensorflow experiments with knowledge distillation on EMNIST dataset
Pytorch implementation of various Knowledge Distillation (KD) methods.
[ICCV 2023] Efficient Joint Optimization of Layer-Adaptive Weight Pruning in Deep Neural Networks
The official implementation of [CVPR2022] Decoupled Knowledge Distillation https://arxiv.org/abs/2203.08679 and [ICCV2023] DOT: A Distillation-Oriented Trainer https://openaccess.thecvf.com/content…
High-acc(>0.7) model(ResNet, ResNeXt, DenseNet, SENet, SE-ResNeXt) on TensorFlow.
The link to the stored-in-image imagenet64x64 dataset. And a resnet/wrn code for it.
Scripts for Imagenet 32 dataset
Train ResNet on ImageNet in Tensorflow 2.0; ResNet 在ImageNet上完整训练代码
A smaller subset of 10 easily classified classes from Imagenet, and a little more French
TF2 implementation of knowledge distillation using the "function matching" hypothesis from https://arxiv.org/abs/2106.05237.
Implementation of the Lion optimizer in TensorFlow from https://arxiv.org/abs/2302.06675
[NeurIPS‘2021] "Sanity Checks for Lottery Tickets: Does Your Winning Ticket Really Win the Jackpot?", Xiaolong Ma, Geng Yuan, Yanzhi Wang et al.
Official code for the paper RIBAC: Towards Robust and Imperceptible Backdoor Attack against Compact DNN (ECCV 2022)
A game theoretic approach to explain the output of any machine learning model.
Advanced Deep Learning with Keras, published by Packt