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20182026
most citedRethinking Soft Labels for Knowledge Distillation: A Bias-Variance Tradeoff Perspective

44 citations · 45 across the 2 of their papers we have counts for

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8 papers · 1 filter

cs.CV2026

ClearAIR: A Human-Visual-Perception-Inspired All-in-One Image Restoration

Xu Zhang, Huan Zhang, Guoli Wang +2

All-in-One Image Restoration (AiOIR) has advanced significantly, offering promising solutions for complex real-world degradations. However, most existing approaches rely heavily on…

cs.CV202520 cited

UniUIR: Considering Underwater Image Restoration as An All-in-One Learner

Xu Zhang, Huan Zhang, Guoli Wang +3

Existing underwater image restoration (UIR) methods generally only handle color distortion or jointly address color and haze issues, but they often overlook the more complex degrad…

cs.CV2024

Perceive-IR: Learning to Perceive Degradation Better for All-in-One Image Restoration

Xu Zhang, Jiaqi Ma, Guoli Wang +3

Existing All-in-One image restoration methods often fail to perceive degradation types and severity levels simultaneously, overlooking the importance of fine-grained quality percep…

cs.CV20241 cited

Enhancing RAW-to-sRGB with Decoupled Style Structure in Fourier Domain

Xuanhua He, Tao Hu, Guoli Wang +9

RAW to sRGB mapping, which aims to convert RAW images from smartphones into RGB form equivalent to that of Digital Single-Lens Reflex (DSLR) cameras, has become an important area o…

cs.CV2023

ProRes: Exploring Degradation-aware Visual Prompt for Universal Image Restoration

Jiaqi Ma, Tianheng Cheng, Guoli Wang +3

Image restoration aims to reconstruct degraded images, e.g., denoising or deblurring. Existing works focus on designing task-specific methods and there are inadequate attempts at u…

cs.CV2023

OpenInst: A Simple Query-Based Method for Open-World Instance Segmentation

Cheng Wang, Guoli Wang, Qian Zhang +3

Open-world instance segmentation has recently gained significant popularitydue to its importance in many real-world applications, such as autonomous driving, robot perception, and…