ECCV 2024
ECCV（欧洲计算机视觉国际会议）创办于 1887 年，每两年举办一次。它与 CVPR（每年一届）ICCV（每两年一届）并称计算机视觉方向的三大顶级会议。今年，是 ECCV 召开的第 18 届顶会，于 9 月 29 日-10 月 4 日在意大利米兰正式开幕。
现将超分辨率方向上接收的论文汇总如下，遗漏之处还请大家斧正。
图像超分
1 Accelerating Image Super-Resolution Networks with Pixel-Level Classification
- Paper: https://arxiv.org/abs/2407.21448
- Code: https://github.com/3587jjh/PCSR
- Keywords: Lightweight
2 AdaDiffSR: Adaptive Region-aware Dynamic acceleration Diffusion Model for Real-World Image Super-Resolution
- Paper: ECCV 2024
- Code:
- Keywords: Real-World, Diffusion
3 MTKD: Multi-Teacher Knowledge Distillation for Image Super-Resolution
- Paper: https://arxiv.org/abs/2404.09571
- Code:
- Keywords: Knowledge Distillation
4 You Only Need One Step: Fast Super-Resolution with Stable Diffusion via Scale Distillation
- Paper: https://arxiv.org/abs/2401.17258
- Code:
- Keywords: Diffusion, Lightweight
5 Pairwise Distance Distillation for Unsupervised Real-World Image Super-Resolution
- Paper: https://arxiv.org/abs/2407.07302
- Code: https://github.com/Yuehan717/PDD
- Keywords: Unsupervised, Real-World
6 Overcoming Distribution Mismatch in Quantizing Image Super-Resolution Networks
- Paper: https://arxiv.org/abs/2307.13337
- Code:
- Keywords: Quantizing
7 Learning Dual-Level Deformable Implicit Representation for Real-World Scale Arbitrary Super-Resolution
- Paper: https://arxiv.org/abs/2403.10925
- Code: https://github.com/nonozhizhiovo/RealArbiSR
- Keywords: Real-World, Scale Arbitrary
8 XPSR: Cross-modal Priors for Diffusion-based Image Super-Resolution
- Paper: https://arxiv.org/abs/2403.05049
- Code: https://github.com/qyp2000/XPSR
- Keywords: Diffusion
9 HiT-SR: Hierarchical Transformer for Efficient Image Super-Resolution
- Paper: https://arxiv.org/abs/2407.05878
- Code: https://github.com/XiangZ-0/HiT-SR
- Keywords: Transformer, Lightweight
10 SMFANet: A Lightweight Self-Modulation Feature Aggregation Network for Efficient Image Super-Resolution
- Paper: ECCV 2024
- Code: https://github.com/Zheng-MJ/SMFANet
- Keywords: Lightweight
11 Pixel-Aware Stable Diffusion for Realistic Image Super-Resolution and Personalized Stylization
- Paper: https://arxiv.org/abs/2308.14469
- Code: https://github.com/yangxy/PASD/
- Keywords: Diffusion
- Blog: 论文笔记：Pixel-Aware Stable Diffusion for Realistic Image Super-Resolution and Personalized Stylization
12 Spatially-Variant Degradation Model for Dataset-free Super-resolution
- Paper: https://arxiv.org/abs/2407.08252
- Code: https://github.com/shaojieguoECNU/SVDSR
- Keywords: Blind
13 Confidence-Based Iterative Generation for Real-World Image Super-Resolution
- Paper: ECCV 2024
- Code: https://github.com/USTC-JialunPeng/RealSRT
- Keywords: Real-World
视频超分
1 Event-Adapted Video Super-Resolution
- Paper: ECCV 2024
- Code:
- Keywords: Event
2 Kalman-Inspired Feature Propagation for Video Face Super-Resolution
- Paper: https://arxiv.org/abs/2408.05205
- Code: https://jnjaby.github.io/projects/KEEP
- Keywords: Face
3 Data Overfitting for On-Device Super-Resolution with Dynamic Algorithm and Compiler Co-Design
- Paper: https://arxiv.org/abs/2407.02813
- Code: https://github.com/coulsonlee/Dy-DCA-ECCV2024
- Keywords: Lightweight
4 Enhancing Perceptual Quality in Video Super-Resolution through Temporally-Consistent Detail Synthesis using Diffusion Models
- Paper: https://arxiv.org/abs/2311.15908
- Code: https://github.com/claudiom4sir/StableVSR
- Keywords: Diffusion
5 Motion-Guided Latent Diffusion for Temporally Consistent Real-world Video Super-resolution
- Paper: https://arxiv.org/abs/2312.00853
- Code: https://github.com/Zhang-Jing-Xuan/MGLD-VSR/
- Keywords: Real-world
- Blog: 用于实现真实世界时间一致性视频超分的运动引导潜在扩散模型
6 Arbitrary-Scale Video Super-Resolution with Structural and Textural Priors
- Paper: https://arxiv.org/abs/2407.09919
- Code: https://github.com/shangwei5/ST-AVSR
- Keywords: Arbitrary-Scale
7 RealViformer: Investigating Attention for Real-World Video Super-Resolution
- Paper: https://arxiv.org/abs/2407.13987
- Code: https://github.com/Yuehan717/RealViformer
- Keywords: Real-Worl
特殊场景
1 Adaptive Multi-modal Fusion of Spatially Variant Kernel Refinement with Diffusion Model for Blind Image Super-Resolution
- Paper: https://arxiv.org/abs/2403.05808
- Code:
- Keywords: Blind, Multi-modal, Diffusion
2 DCDM: Diffusion-Conditioned-Diffusion Model for Scene Text Image Super-Resolution
- Paper: ECCV 2024
- Code: https://github.com/shreygithub/DCDM
- Keywords: Diffusion, Scene Text
3 Learning Exhaustive Correlation for Spectral Super-Resolution: Where Spatial-Spectral Attention Meets Linear Dependence
- Paper: https://arxiv.org/abs/2312.12833
- Code:
- Keywords: Spectral
4 Contourlet Residual for Prompt Learning Enhanced Infrared Image Super-Resolution
- Paper: ECCV 2024
- Code: https://github.com/hey-it-s-me/CoRPLE
- Keywords: Infrared
5 UCIP: A Universal Framework for Compressed Image Super-Resolution using Dynamic Prompt
- Paper: https://arxiv.org/abs/2407.13108
- Code: https://lixinustc.github.io/UCIP.github.io
- Keywords: Compressed
6 OmniSSR: Zero-shot Omnidirectional Image Super-Resolution using Stable Diffusion Model
- Paper: https://arxiv.org/abs/2404.10312
- Code:
- Keywords: Omnidirectional
数据集
1 A New Dataset and Framework for Real-World Blurred Images Super-Resolution
- Paper: https://arxiv.org/abs/2407.14880
- Code: https://github.com/Imalne/PBaSR
- Keywords: Real-World, Blurred
总结
Diffusion 和 轻量化是本届ECCV 超分辨率方向接收较多的热点方向。
