11 citations · 28 across the 8 of their papers we have counts for
4 papers · 1 filter
Generalizable Implicit Neural Representations via Instance Pattern Composers
Chiheon Kim, Doyup Lee, Saehoon Kim +2
Despite recent advances in implicit neural representations (INRs), it remains challenging for a coordinate-based multi-layer perceptron (MLP) of INRs to learn a common representati…
Draft-and-Revise: Effective Image Generation with Contextual RQ-Transformer
Doyup Lee, Chiheon Kim, Saehoon Kim +2
Although autoregressive models have achieved promising results on image generation, their unidirectional generation process prevents the resultant images from fully reflecting glob…
Autoregressive Image Generation using Residual Quantization
Doyup Lee, Chiheon Kim, Saehoon Kim +2
For autoregressive (AR) modeling of high-resolution images, vector quantization (VQ) represents an image as a sequence of discrete codes. A short sequence length is important for a…
Regularizing Attention Networks for Anomaly Detection in Visual Question Answering
Doyup Lee, Yeongjae Cheon, Wook-Shin Han
For stability and reliability of real-world applications, the robustness of DNNs in unimodal tasks has been evaluated. However, few studies consider abnormal situations that a visu…