Local Distortion
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Benchmarks
DocUNet
Most implemented
Multitask Auxiliary Network for Perceptual Quality Assessment of Non-Uniformly Distorted Omnidirectional Images
GenMapping: Unleashing the Potential of Inverse Perspective Mapping for Robust Online HD Map Construction
Boosting Image Quality Assessment through Efficient Transformer Adaptation with Local Feature Enhancement
TOPIQ: A Top-down Approach from Semantics to Distortions for Image Quality Assessment
Deep Unrestricted Document Image Rectification
Papers
Hierarchical Graph Attention Network for No-Reference Omnidirectional Image Quality Assessment
Current Omnidirectional Image Quality Assessment (OIQA) methods struggle to evaluate locally non-uniform distortions due to inadequate modeling of spatial variations in quality and ineffective feature representation capt…
Image Quality AssessmentGraph Neural NetworkLocal DistortionMultitask Auxiliary Network for Perceptual Quality Assessment of Non-Uniformly Distorted Omnidirectional Images
Omnidirectional image quality assessment (OIQA) has been widely investigated in the past few years and achieved much success. However, most of existing studies are dedicated to solve the uniform distortion problem in OIQ…
feature selectionImage Quality AssessmentLocal DistortionDecouple Distortion from Perception: Region Adaptive Diffusion for Extreme-low Bitrate Perception Image Compression
Leveraging the generative power of diffusion models, generative image compression has achieved impressive perceptual fidelity even at extremely low bitrates. However, current methods often neglect the non-uniform com…
DecoderImage CompressionLocal DistortionDistilling Spatially-Heterogeneous Distortion Perception for Blind Image Quality Assessment
In the Blind Image Quality Assessment (BIQA) field, accurately assessing the quality of authentically distorted images presents a substantial challenge due to the diverse distortion types in natural settings. Existin…
Blind Image Quality AssessmentImage Quality AssessmentKnowledge DistillationLocal DistortionAccDiffusion v2: Towards More Accurate Higher-Resolution Diffusion Extrapolation
Diffusion models suffer severe object repetition and local distortion when the inference resolution differs from its pre-trained resolution. We propose AccDiffusion v2, an accurate method for patch-wise higher-resolution…
Image GenerationLocal DistortionGenMapping: Unleashing the Potential of Inverse Perspective Mapping for Robust Online HD Map Construction
Online High-Definition (HD) maps have emerged as the preferred option for autonomous driving, overshadowing the counterpart offline HD maps due to flexible update capability and lower maintenance costs. However, contempo…
Autonomous DrivingData AugmentationLocal DistortionState Space Models