Cover Image

Beyond the Ground Truth: Enhanced Supervision for Image Restoration

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Ryou, Donghun, Ha, Inju, Chu, Sanghyeok, Han, Bohyung
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Learning to Translate Noise for Robust Image Denoising
by: Ha, Inju, et al.
Published: (2024)

ICM-SR: Image-Conditioned Manifold Regularization for Image Super-Resolution
by: Kang, Junoh, et al.
Published: (2025)

Fine-Grained Captioning of Long Videos through Scene Graph Consolidation
by: Chu, Sanghyeok, et al.
Published: (2025)

Enhancing Mixture-of-Experts Specialization via Cluster-Aware Upcycling
by: Chu, Sanghyeok, et al.
Published: (2026)

Beyond Ground-Truth: Leveraging Image Quality Priors for Real-World Image Restoration
by: Xiao, Fengyang, et al.
Published: (2026)

GameIR: A Large-Scale Synthesized Ground-Truth Dataset for Image Restoration over Gaming Content
by: Zhou, Lebin, et al.
Published: (2024)

GGT-100K: Generative Ground Truth for Generalizable Real-World Image Restoration
by: Kong, Xiangtao, et al.
Published: (2026)

Diffusion-Based Image-to-Image Translation by Noise Correction via Prompt Interpolation
by: Lee, Junsung, et al.
Published: (2024)

Diffusion-Based Conditional Image Editing through Optimized Inference with Guidance
by: Lee, Hyunsoo, et al.
Published: (2024)

CLIP-BEVFormer: Enhancing Multi-View Image-Based BEV Detector with Ground Truth Flow
by: Pan, Chenbin, et al.
Published: (2024)

Not Just Streaks: Towards Ground Truth for Single Image Deraining
by: Ba, Yunhao, et al.
Published: (2022)

Map the Flow: Revealing Hidden Pathways of Information in VideoLLMs
by: Kim, Minji, et al.
Published: (2025)

GP-4DGS: Probabilistic 4D Gaussian Splatting from Monocular Video via Variational Gaussian Processes
by: Kim, Mijeong, et al.
Published: (2026)

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration
by: Sun, Haoze, et al.
Published: (2024)

A Training-Free Defense Framework for Robust Learned Image Compression
by: Song, Myungseo, et al.
Published: (2024)

INTRA: Interaction Relationship-aware Weakly Supervised Affordance Grounding
by: Jang, Ji Ha, et al.
Published: (2024)

Leveraging Temporal Contextualization for Video Action Recognition
by: Kim, Minji, et al.
Published: (2024)

Amodal Ground Truth and Completion in the Wild
by: Zhan, Guanqi, et al.
Published: (2023)

Benchmarking Endoscopic Surgical Image Restoration and Beyond
by: Pei, Jialun, et al.
Published: (2025)

CLIP-KOA: Enhancing Knee Osteoarthritis Diagnosis with Multi-Modal Learning and Symmetry-Aware Loss Functions
by: Jeong, Yejin, et al.
Published: (2025)

Look Ma, No Ground Truth! Ground-Truth-Free Tuning of Structure from Motion and Visual SLAM
by: Fontan, Alejandro, et al.
Published: (2024)

Locally-Supervised Global Image Restoration
by: Walder, Benjamin, et al.
Published: (2025)

STR-Match: Matching SpatioTemporal Relevance Score for Training-Free Video Editing
by: Lee, Junsung, et al.
Published: (2025)

4D Gaussian Splatting in the Wild with Uncertainty-Aware Regularization
by: Kim, Mijeong, et al.
Published: (2024)

Cross-Class Feature Augmentation for Class Incremental Learning
by: Kim, Taehoon, et al.
Published: (2023)

Compositional Image Synthesis with Inference-Time Scaling
by: Ji, Minsuk, et al.
Published: (2025)

Restore Anything with Masks: Leveraging Mask Image Modeling for Blind All-in-One Image Restoration
by: Qin, Chu-Jie, et al.
Published: (2024)

IQPFR: An Image Quality Prior for Blind Face Restoration and Beyond
by: Hu, Peng, et al.
Published: (2025)

Low-Resolution Editing is All You Need for High-Resolution Editing
by: Lee, Junsung, et al.
Published: (2025)

Hierarchical Visual Feature Aggregation for OCR-Free Document Understanding
by: Park, Jaeyoo, et al.
Published: (2024)

Distinctive Image Captioning: Leveraging Ground Truth Captions in CLIP Guided Reinforcement Learning
by: Chaffin, Antoine, et al.
Published: (2024)

Closer to Ground Truth: Realistic Shape and Appearance Labeled Data Generation for Unsupervised Underwater Image Segmentation
by: Jelea, Andrei, et al.
Published: (2025)

ScreenParse: Moving Beyond Sparse Grounding with Complete Screen Parsing Supervision
by: Gurbuz, A. Said, et al.
Published: (2026)

vid-TLDR: Training Free Token merging for Light-weight Video Transformer
by: Choi, Joonmyung, et al.
Published: (2024)

A Generative Data Framework with Authentic Supervision for Underwater Image Restoration and Enhancement
by: Tian, Yufeng, et al.
Published: (2025)

Flow of Truth: Proactive Temporal Forensics for Image-to-Video Generation
by: Chen, Yuzhuo, et al.
Published: (2026)

Conversational Image Segmentation: Grounding Abstract Concepts with Scalable Supervision
by: Sahoo, Aadarsh, et al.
Published: (2026)

Beyond Isolated Facts: Synthesizing Narrative and Grounded Supervision for VideoQA
by: Liang, Jianxin, et al.
Published: (2025)

Emergence of Text Readability in Vision Language Models
by: Park, Jaeyoo, et al.
Published: (2025)

Improving Bracket Image Restoration and Enhancement with Flow-guided Alignment and Enhanced Feature Aggregation
by: Lin, Wenjie, et al.
Published: (2024)