Cover Image

Reasons for the Superiority of Stochastic Estimators over Deterministic Ones: Robustness, Consistency and Perceptual Quality

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Ohayon, Guy, Adrai, Theo, Elad, Michael, Michaeli, Tomer
Format:	Preprint
Published:	2022
Subjects:	Image and Video Processing Computer Vision and Pattern Recognition Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

The Perception-Robustness Tradeoff in Deterministic Image Restoration
by: Ohayon, Guy, et al.
Published: (2023)

High Perceptual Quality Image Denoising with a Posterior Sampling CGAN
by: Ohayon, Guy, et al.
Published: (2021)

Perceptual Fairness in Image Restoration
by: Ohayon, Guy, et al.
Published: (2024)

Posterior-Mean Rectified Flow: Towards Minimum MSE Photo-Realistic Image Restoration
by: Ohayon, Guy, et al.
Published: (2024)

Compressed Image Generation with Denoising Diffusion Codebook Models
by: Ohayon, Guy, et al.
Published: (2025)

Turbo-DDCM: Fast and Flexible Zero-Shot Diffusion-Based Image Compression
by: Vaisman, Amit, et al.
Published: (2025)

PSC: Posterior Sampling-Based Compression
by: Elata, Noam, et al.
Published: (2024)

Adaptive Compressed Sensing with Diffusion-Based Posterior Sampling
by: Elata, Noam, et al.
Published: (2024)

GSURE-Based Diffusion Model Training with Corrupted Data
by: Kawar, Bahjat, et al.
Published: (2023)

Proxies for Distortion and Consistency with Applications for Real-World Image Restoration
by: Man, Sean, et al.
Published: (2025)

Alias-Free Convnets: Fractional Shift Invariance via Polynomial Activations
by: Michaeli, Hagay, et al.
Published: (2023)

FlowOpt: Fast Optimization Through Whole Flow Processes for Training-Free Editing
by: Ronai, Or, et al.
Published: (2025)

Hierarchical Uncertainty Exploration via Feedforward Posterior Trees
by: Nehme, Elias, et al.
Published: (2024)

From Posterior Sampling to Meaningful Diversity in Image Restoration
by: Cohen, Noa, et al.
Published: (2023)

Perceptual Quality Assessment of Virtual Reality Videos in the Wild
by: Wen, Wen, et al.
Published: (2022)

THQA: A Perceptual Quality Assessment Database for Talking Heads
by: Zhou, Yingjie, et al.
Published: (2024)

AIGCOIQA2024: Perceptual Quality Assessment of AI Generated Omnidirectional Images
by: Yang, Liu, et al.
Published: (2024)

Vision-Language Models vs Human: Perceptual Image Quality Assessment
by: Mehmood, Imran, et al.
Published: (2026)

Q-Refine: A Perceptual Quality Refiner for AI-Generated Image
by: Li, Chunyi, et al.
Published: (2024)

Perceptual Video Quality Assessment: A Survey
by: Min, Xiongkuo, et al.
Published: (2024)

Perceptual Quality Optimization of Image Super-Resolution
by: Zhou, Wei, et al.
Published: (2026)

Textural-Perceptual Joint Learning for No-Reference Super-Resolution Image Quality Assessment
by: Liu, Yuqing, et al.
Published: (2022)

Perceptual Constancy Constrained Single Opinion Score Calibration for Image Quality Assessment
by: Wang, Lei, et al.
Published: (2024)

Can No-Reference Quality-Assessment Methods Serve as Perceptual Losses for Super-Resolution?
by: Kashkarov, Egor, et al.
Published: (2024)

Perceptual Quality Assessment of Trisoup-Lifting Encoded 3D Point Clouds
by: Long, Juncheng, et al.
Published: (2024)

Perceptual Depth Quality Assessment of Stereoscopic Omnidirectional Images
by: Zhou, Wei, et al.
Published: (2024)

Deep Optimal Transport: A Practical Algorithm for Photo-realistic Image Restoration
by: Adrai, Theo, et al.
Published: (2023)

Beyond MOS: Subjective Image Quality Score Preprocessing Method Based on Perceptual Similarity
by: Wang, Lei, et al.
Published: (2024)

Gap-closing Matters: Perceptual Quality Evaluation and Optimization of Low-Light Image Enhancement
by: Chen, Baoliang, et al.
Published: (2023)

PIGUIQA: A Physical Imaging Guided Perceptual Framework for Underwater Image Quality Assessment
by: Xian, Weizhi, et al.
Published: (2024)

Multitask Auxiliary Network for Perceptual Quality Assessment of Non-Uniformly Distorted Omnidirectional Images
by: Yan, Jiebin, et al.
Published: (2025)

Training-free, Perceptually Consistent Low-Resolution Previews with High-Resolution Image for Efficient Workflows of Diffusion Models
by: Jeong, Wongi, et al.
Published: (2026)

Fine-grained Image Quality Assessment for Perceptual Image Restoration
by: Sheng, Xiangfei, et al.
Published: (2025)

PQDAST: Depth-Aware Arbitrary Style Transfer for Games via Perceptual Quality-Guided Distillation
by: Ioannou, Eleftherios, et al.
Published: (2025)

Image Quality Assessment: Enhancing Perceptual Exploration and Interpretation with Collaborative Feature Refinement and Hausdorff distance
by: Wei, Xuekai, et al.
Published: (2024)

AU-IQA: A Benchmark Dataset for Perceptual Quality Assessment of AI-Enhanced User-Generated Content
by: Wang, Shushi, et al.
Published: (2025)

PQDynamicISP: Dynamically Controlled Image Signal Processor for Any Image Sensors Pursuing Perceptual Quality
by: Yoshimura, Masakazu, et al.
Published: (2024)

Perceptual Multi-Exposure Fusion
by: Liu, Xiaoning
Published: (2022)

Exploring Semantic Feature Discrimination for Perceptual Image Super-Resolution and Opinion-Unaware No-Reference Image Quality Assessment
by: Dong, Guanglu, et al.
Published: (2025)

DPC-QA Net: A No-Reference Dual-Stream Perceptual and Cellular Quality Assessment Network for Histopathology Images
by: Yang, Qijun, et al.
Published: (2025)