Vines' Log

Let's try to figure out whats inside AlphaFold! AlphaFold can accurately predict structures of biomolecular interactions.

ProteinDT is A Opensource Text-guided Protein Design Framework that uses Contrastive learning to align the two modalities.

The Axial Transformer is aimed at managing the complexity of high-dimensional data like images and videos, while The MSA transformer is focused on biological sequences and their alignments.

Identity-Perserving Generation task refers to synthesizing an image that contains a desired person's identity. InstantID tackles this task with only one reference facial image. Moreover, InstantID does not require test-time training while utilizing the learned prior from diffusion-based foundation models like Stable Diffusion. Such methodology is highly efficient compared to previous methods that require fine-tuning on the foundation model. According to the paper, this work shows superior results in Identity-Perserving Generation, outperforming LoRA-based and IP-adapter-based methods qualitatively.

My handwritten notes on Video Diffusion models. Includes TokenFlow, Fairy, LaVie

Its been a while since my last blogging post. I put my collection of thoughts throughout 2023 here.

A small project that I did for my Computer Graphics course at uwaterloo.

We cover Radial Basis Function Network (RBFN), Kohonen’s Self-Organizing Network (KSON) and Hopfield Network.

Fuzzy logic was first developed by L.A. Zadeh in 1960’s to extend conventional (binary) crisp logic to make it suitable to incorporate knowledge and mimic human-like approximate reasoning.

Advanced Shading, Shadows and Reflections, Advanced Camera Models, Colors and stuffs. I just jot the keynotes here.