cold_diffusion_from_scratch Implementing from scratch "Cold Diffusion: Inverting Arbitrary Image Transforms Without Noise" NeurIPS 2023. github
ddpm_from_scratch Implementing from scratch "Denoising Diffusion Probabilistic Models" NeurIPS 2020. github
StyleTransfer_from_scratch Implementing from scratch "Perceptual Losses for Real-Time Style Transfer and Super-Resolution" ECCV 2016. github
dino_from_scratch Implementing from scratch "Emerging Properties in Self-Supervised Vision Transformers" ICCV 2021. github
dqn_from_scratch Implementing from scratch DQN (Deep Q-Network) from the paper "Playing atari with deep reinforcement learning" DeepMind 2013. github
BlazeSeg Implementing and training a sub-millisecond semantic segmentation model. github / project notes
BlazeFace_from_scratch Implementing from scratch "BlazeFace: Sub-millisecond Neural Face Detection on Mobile GPUs" CVPRW 2019. github
linformer_from_scratch Implementing from scratch "Linformer: Self-Attention with Linear Complexity" 2020. github
detr_from_scratch Implementing from scratch the paper "End-to-End Object Detection with Transformers" ECCV 2020. github
flownet_from_scratch Implementing from scratch the paper "FlowNet: Learning Optical Flow with Convolutional Networks" ECCV 2015. github
prnet_from_scratch Implementing from scratch the paper "Joint 3D Face Reconstruction and Dense Alignment with Position Map Regression Network" ECCV 2018. github
ByteTrack_from_scratch Implementing from scratch the paper "ByteTrack: Multi-Object Tracking by Associating Every Detection Box" ECCV 2022. github
moco_from_scratch Implementing from scratch the paper "Momentum Contrast for Unsupervised Visual Representation Learning" CVPR 2020. github
clip_from_scratch Implementing from scratch the paper "Learning Transferable Visual Models From Natural Language Supervision" ICML 2021 (OpenAI CLIP). github
gpt_from_scratch Implementing from scratch the paper "Improving Language Understanding by Generative Pre-Training" OpenAI GPT-1. github
dpt_from_scratch Implementing from scratch the paper "Vision Transformers for Dense Prediction" ICCV 2021. github
nerf_from_scratch Implementing from scratch the paper "NeRF: Representing Scenes as Neural Radiance Fields for View Synthesis" ECCV 2020. github
mae_from_scratch Implementing from scratch the paper "Masked Autoencoders Are Scalable Vision Learners" CVPR 2022. github
ViT_from_scratch Implementing from scratch the paper "An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale" ICLR 2021. github
pointnet_from_scratch Implementing from scratch the paper "PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation" CVPR 2017. github
