This is the implementation of the 4th place solution (yu4u's part) for CZII - CryoET Object Identification at Kaggle.

This is the implementation of the 4th place solution (yu4u's part) for RSNA 2024 Lumbar Spine Degenerative Classification at Kaggle.

PyTorch-based CNN implementation for estimating age from face images

This is the implementation of the 4th place solution (yu4u's part) for HMS - Harmful Brain Activity Classification at Kaggle.

4th place solution (yu4u's part) for Stanford RiboNanza RNA Folding Competition at Kaggle.

Implementation of "Embedding Watermarks into Deep Neural Networks," in Proc. of ICMR'17.

An unofficial and partial Keras implementation of "Noise2Noise: Learning Image Restoration without Clean Data"

Keras implementation of a CNN network for age and gender estimation

Cutout / Random Erasing implementation, especially for ImageDataGenerator in Keras

Python script for illustrating Convolutional Neural Networks (CNN) using Keras-like model definitions

Simple solution for Open Images 2019 - Instance Segmentation competition using maskrcnn-benchmark.

Simple image augmentation library focusing on random geometric cropping

Generate synthetic shooting star images

An implementation of "mixup: Beyond Empirical Risk Minimization"

Evaluating efficiency of several types of convolutions

Scripts to crawl kamon images and resize them