3 papers
cs.CV2026
TaskTok: Delving into Task Tokens for Task-driven Image Restoration
Hongjae Lee, Sojung Kang, Jaeseong Yu +1
While traditional image restoration focuses on perceptual quality, Task-Driven Image Restoration (TDIR) aims to maximize the performance of downstream high-level vision tasks. Rece…
cs.CV2026
LogicIR: Logic Gate Networks for Image Restoration
Hongjae Lee, Myungjun Son, Jaeseong Yu +1
Image restoration aims to reconstruct high-quality images from degraded low-quality inputs. As the computational demands of image restoration models continue to rise, there is grow…
cs.CV2025
Text Embedding Knows How to Quantize Text-Guided Diffusion Models
Hongjae Lee, Myungjun Son, Dongjea Kang +1
Despite the success of diffusion models in image generation tasks such as text-to-image, the enormous computational complexity of diffusion models limits their use in resource-cons…