Giwon Shin's homepagehttps://giwone1330.github.io/https://giwone1330.github.io/blog/building-cyclegan-from-scratch-for-unpaired-image-translation/https://giwone1330.github.io/blog/building-cyclegan-from-scratch-for-unpaired-image-translation/An implementation-focused walkthrough of CycleGAN, including generators, discriminators, adversarial loss, and cycle consistency.Mon, 18 May 2026 00:00:00 GMThttps://giwone1330.github.io/blog/building-dcgan-from-scratch-for-face-generation/https://giwone1330.github.io/blog/building-dcgan-from-scratch-for-face-generation/A from-scratch implementation of DCGAN, covering generator and discriminator design, adversarial training, and sample visualization.Mon, 18 May 2026 00:00:00 GMThttps://giwone1330.github.io/blog/building-fully-convolutional-networks-from-scratch-for-semantic-segmentation/https://giwone1330.github.io/blog/building-fully-convolutional-networks-from-scratch-for-semantic-segmentation/A dense-prediction walkthrough of FCN-style semantic segmentation with VGG backbones, skip connections, and upsampling.Mon, 18 May 2026 00:00:00 GMThttps://giwone1330.github.io/blog/building-fsrcnn-from-scratch-for-real-time-super-resolution/https://giwone1330.github.io/blog/building-fsrcnn-from-scratch-for-real-time-super-resolution/A code-heavy walkthrough of FSRCNN, from low-resolution feature extraction to learned deconvolution for image upscaling.Mon, 18 May 2026 00:00:00 GMThttps://giwone1330.github.io/blog/building-grad-cam-from-scratch-visual-explanations-for-cnns/https://giwone1330.github.io/blog/building-grad-cam-from-scratch-visual-explanations-for-cnns/A paper-to-code walkthrough of Grad-CAM, guided backpropagation, and guided Grad-CAM using pretrained AlexNet and VGG-16.Mon, 18 May 2026 00:00:00 GMThttps://giwone1330.github.io/blog/building-an-lstm-character-generator-from-scratch/https://giwone1330.github.io/blog/building-an-lstm-character-generator-from-scratch/A character-level LSTM implementation that connects recurrent modeling theory with gated sequence generation in code.Mon, 18 May 2026 00:00:00 GMThttps://giwone1330.github.io/blog/building-neural-style-transfer-from-scratch/https://giwone1330.github.io/blog/building-neural-style-transfer-from-scratch/A code-first walkthrough of neural style transfer using VGG feature losses, Gram matrices, and iterative image optimization.Mon, 18 May 2026 00:00:00 GMThttps://giwone1330.github.io/blog/building-seq2seq-with-attention-from-scratch/https://giwone1330.github.io/blog/building-seq2seq-with-attention-from-scratch/A machine-translation walkthrough of encoder-decoder sequence modeling, attention, training, and evaluation.Mon, 18 May 2026 00:00:00 GMThttps://giwone1330.github.io/blog/building-spatial-transformer-networks-from-scratch/https://giwone1330.github.io/blog/building-spatial-transformer-networks-from-scratch/A step-by-step implementation of Spatial Transformer Networks for distortion-invariant image classification.Mon, 18 May 2026 00:00:00 GMThttps://giwone1330.github.io/blog/implementing-vggnet-and-resnet-from-scratch-for-image-recognition/https://giwone1330.github.io/blog/implementing-vggnet-and-resnet-from-scratch-for-image-recognition/A comparative reimplementation of VGG and ResNet, focused on depth, optimization, and residual learning.Mon, 18 May 2026 00:00:00 GMThttps://giwone1330.github.io/blog/building-yolo-from-scratch-for-real-time-object-detection/https://giwone1330.github.io/blog/building-yolo-from-scratch-for-real-time-object-detection/A full implementation walkthrough of YOLO, including the network, target encoding, loss, inference, and visualization.Mon, 18 May 2026 00:00:00 GMThttps://giwone1330.github.io/blog/initial-post/https://giwone1330.github.io/blog/initial-post/Brief description of how this homepage was made, and note to self on how to make future updates.Fri, 13 Mar 2026 00:00:00 GMT