A 1D analogue of the MNIST dataset for measuring spatial biases and answering Science of Deep Learning questions.
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Updated
May 22, 2024 - Jupyter Notebook
A 1D analogue of the MNIST dataset for measuring spatial biases and answering Science of Deep Learning questions.
Convolutional neural network capable of identifying skin lesions (based on the skin lesion image data set HAM10000).
Implementation of Convolutional Neural Network or ConvNet from scratch.
Cats and Dogs Classifier using CNN deep learning model. A flutter-based app for android.
[ICLR 2024] MogaNet: Efficient Multi-order Gated Aggregation Network
Detailed custom implementations of Convolution operations in Pytorch for educational purposes.
[ICLR'23 Spotlight🔥] The first successful BERT/MAE-style pretraining on any convolutional network; Pytorch impl. of "Designing BERT for Convolutional Networks: Sparse and Hierarchical Masked Modeling"
Code for experiments for "ConvNet vs Transformer, Supervised vs CLIP: Beyond ImageNet Accuracy"
Project for Computer Vision course
Deep Leaning: Using keras library to classify cat and dog images
Code for "Improving Stain Invariance of CNNs for Segmentation by Fusing Channel Attention and Domain-Adversarial Training"
LSTM Pose Machines for Video Human Pose Estimation - Implemented by PyTorch
PyTorch implementation of "WILDCAT: Weakly Supervised Learning of Deep ConvNets for Image Classification, Pointwise Localization and Segmentation", CVPR 2017
Architectures of convolutional neural networks for image classification in PyTorch
[ICLR 2023] "More ConvNets in the 2020s: Scaling up Kernels Beyond 51x51 using Sparsity"; [ICML 2023] "Are Large Kernels Better Teachers than Transformers for ConvNets?"
Building Convolutional Neural Networks From Scratch using NumPy
EL_3003-IA_et_Deep_Learning is an introduction to deep learning. The final project consists in comparing different types of classifiers such as CNN, KNN, SVM, on a face recognition problem.
MidNet Convolutional Neural Networks - detection, classification abnormalities and image processing tasks
Convolutional Neural Network for Android using Kivy and NumPy
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