Search Results for author: Jinha Kim

Found 4 papers, 1 papers with code

Can Contrastive Learning Refine Embeddings

no code implementations11 Apr 2024 Lihui Liu, Jinha Kim, Vidit Bansal

Recent advancements in contrastive learning have revolutionized self-supervised representation learning and achieved state-of-the-art performance on benchmark tasks.

Contrastive Learning Representation Learning

Overexposure Mask Fusion: Generalizable Reverse ISP Multi-Step Refinement

no code implementations20 Oct 2022 Jinha Kim, Jun Jiang, Jinwei Gu

With the advent of deep learning methods replacing the ISP in transforming sensor RAW readings into RGB images, numerous methodologies solidified into real-life applications.

Raw reconstruction

The homotopy type of the independence complex of graphs with no induced cycles of length divisible by $3$

no code implementations18 Jan 2021 Jinha Kim

We prove Engstr\"{o}m's conjecture that the independence complex of graphs with no induced cycle of length divisible by $3$ is either contractible or homotopy equivalent to a sphere.

Combinatorics Algebraic Topology

Cannot find the paper you are looking for? You can Submit a new open access paper.