Jiayi Ma

63 papers · 2013–2026 · 8 conferences · across top CS/AI conferences

Achievements

🐣 Hot Topic Early Bird 🌉 Interdisciplinary Bridge 🌍 Conference Polyglot (8) 🏃 Academic Marathon (12) 🐝 Cross-Pollinator (13) 🌈 Renaissance Researcher (6) 🗺️ Taxonomy Completionist (99) 🧭 Keyword Pioneer 🌱 Topic Pioneer 🤝 Dynamic Duo (12) 🔬 Deep Specialist (14) 🏆 Keyword Champion (12) 🏆 Grand Slam 🧬 Topic Evolution ⚡ Prolific Year (5) 🔥 Unstoppable (9) ❓ The Questioner 🗃️ Keyword Collector (268) 🚀 Conference Pioneer 💎 Century Club (58)

Conferences

AAAI (19) CVPR (17) ICCV (14) IJCAI (6) ECCV (4) ICLR (1) ICML (1) NIPS (1)

Top co-authors

Hao Zhang (14) Junjun Jiang (12) Han Xu (9) Linfeng Tang (6) Yuan Gao (6) Zhongyuan Wang (6) Shihua Zhang (6) Zizhuo Li (5) Xiaoguang Mei (5) Xinyu Xiang (5)

Keywords

image fusion (12) correspondence learning (7) feature matching (7) convolutional neural network (5) image restoration (5) homography estimation (5) semantic segmentation (4) contrastive learning (4) infrared imaging (4) attention mechanism (4) shape matching (4) graph neural network (4) multi-modal learning (4) unsupervised learning (4) visual localization (3) multi-task learning (3) feature extraction (3) pose estimation (3) adversarial attack (3) feature fusion (3)

Papers

SGPFeat: Semantic and Geometric Priors for Multi-modal Image Matching AAAI 2026

Diff-NAT: Better Naturalistic and Aggressive Adversarial Attacks via Class-Optimized Diffusion for Object Detection AAAI 2026

Probabilistic Deformation Consistency for Unsupervised Shape Matching AAAI 2026

Robust Fusion Controller: Degradation-Aware Image Fusion with Fine-Grained Language Instructions AAAI 2026

GeoMoE: Divide-and-Conquer Motion Field Modeling with Mixture-of-Experts for Two-View Geometry AAAI 2026

Adapting Dense Matching for Homography Estimation with Grid-based Acceleration CVPR 2025

DeMo: Deep Motion Field Consensus with Learnable Kernels for Two-view Correspondence Learning AAAI 2025

Multi-Shape Matching with Cycle Consistency Basis via Functional Maps AAAI 2025

Cross-Modal Stealth: A Coarse-to-Fine Attack Framework for RGB-T Tracker AAAI 2025

Matching While Perceiving: Enhance Image Feature Matching with Applicable Semantic Amalgamation AAAI 2025

Robust Test-Time Adaptation for Single Image Denoising Using Deep Gaussian Prior ICCV 2025

HyperGCT: A Dynamic Hyper-GNN-Learned Geometric Constraint for 3D Registration ICCV 2025

TemCoCo: Temporally Consistent Multi-modal Video Fusion with Visual-Semantic Collaboration ICCV 2025

LUT-Fuse: Towards Extremely Fast Infrared and Visible Image Fusion via Distillation to Learnable Look-Up Tables ICCV 2025

CoMatch: Dynamic Covisibility-Aware Transformer for Bilateral Subpixel-Level Semi-Dense Image Matching ICCV 2025

Balancing Task-invariant Interaction and Task-specific Adaptation for Unified Image Fusion ICCV 2025

End-to-End Entity-Predicate Association Reasoning for Dynamic Scene Graph Generation ICCV 2025

Deep Adaptive Unfolded Network via Spatial Morphology Stripping and Spectral Filtration for Pan-sharpening ICCV 2025

ArgMatch: Adaptive Refinement Gathering for Efficient Dense Matching ICCV 2025

ACAttack: Adaptive Cross Attacking RGB-T Tracker via Multi-Modal Response Decoupling CVPR 2025

Multimodal Image Matching Based on Cross-Modality Completion Pre-training IJCAI 2025

SDGMNet: Statistic-Based Dynamic Gradient Modulation for Local Descriptor Learning AAAI 2024

ResMatch: Residual Attention Learning for Feature Matching AAAI 2024

Deep Unfolded Network with Intrinsic Supervision for Pan-Sharpening AAAI 2024

Locality Preserving Refinement for Shape Matching with Functional Maps AAAI 2024

A Robust Mutual-Reinforcing Framework for 3D Multi-Modal Medical Image Fusion Based on Visual-Semantic Consistency AAAI 2024

DeMatch: Deep Decomposition of Motion Field for Two-View Correspondence Learning CVPR 2024

Text-IF: Leveraging Semantic Text Guidance for Degradation-Aware and Interactive Image Fusion CVPR 2024

Unmixing Before Fusion: A Generalized Paradigm for Multi-Source-based Hyperspectral Image Synthesis CVPR 2024

Dispel Darkness for Better Fusion: A Controllable Visual Enhancer based on Cross-modal Conditional Adversarial Learning CVPR 2024

MRFS: Mutually Reinforcing Image Fusion and Segmentation CVPR 2024

CLIFF: Continual Latent Diffusion for Open-Vocabulary Object Detection ECCV 2024

Aux-NAS: Exploiting Auxiliary Labels with Negligibly Extra Inference Cost ICLR 2024

Sparse-to-dense Multimodal Image Registration via Multi-Task Learning ICML 2024

Cross-Scale Domain Adaptation with Comprehensive Information for Pansharpening IJCAI 2024

Unsupervised Multi-Exposure Image Fusion Breaking Exposure Limits via Contrastive Learning AAAI 2023

LSTFE-Net:Long Short-Term Feature Enhancement Network for Video Small Object Detection CVPR 2023

ConvMatch: Rethinking Network Design for Two-View Correspondence Learning AAAI 2023

U-Match: Two-view Correspondence Learning with Hierarchy-aware Local Context Aggregation IJCAI 2023

Robust Model Reasoning and Fitting via Dual Sparsity Pursuit NIPS 2023

Diff-Retinex: Rethinking Low-light Image Enhancement with A Generative Diffusion Model ICCV 2023

Robust and Scalable Gaussian Process Regression and Its Applications CVPR 2023

Sparsely Annotated Semantic Segmentation With Adaptive Gaussian Mixtures CVPR 2023

Hierarchical Memory Learning for Fine-Grained Scene Graph Generation ECCV 2022

MS2DG-Net: Progressive Correspondence Learning via Multiple Sparse Semantics Dynamic Graph CVPR 2022

RFNet: Unsupervised Network for Mutually Reinforcing Multi-Modal Image Registration and Fusion CVPR 2022

Coherent Point Drift Revisited for Non-Rigid Shape Matching and Registration CVPR 2022

Fusion from Decomposition: A Self-Supervised Decomposition Approach for Image Fusion ECCV 2022

Omniscient Video Super-Resolution ICCV 2021

Uniformity in Heterogeneity: Diving Deep Into Count Interval Partition for Crowd Counting ICCV 2021

To Choose or to Fuse? Scale Selection for Crowd Counting AAAI 2021

T-Net: Effective Permutation-Equivariant Network for Two-View Correspondence Learning ICCV 2021

Multi-Scale Progressive Fusion Network for Single Image Deraining CVPR 2020

Rethinking the Image Fusion: A Fast Unified Image Fusion Network based on Proportional Maintenance of Gradient and Intensity AAAI 2020

MTL-NAS: Task-Agnostic Neural Architecture Search Towards General-Purpose Multi-Task Learning CVPR 2020

FusionDN: A Unified Densely Connected Network for Image Fusion AAAI 2020

Geometric Estimation via Robust Subspace Recovery ECCV 2020

Learning a Generative Model for Fusing Infrared and Visible Images via Conditional Generative Adversarial Network with Dual Discriminators IJCAI 2019

NDDR-CNN: Layerwise Feature Fusing in Multi-Task CNNs by Neural Discriminative Dimensionality Reduction CVPR 2019

Progressive Fusion Video Super-Resolution Network via Exploiting Non-Local Spatio-Temporal Correlations ICCV 2019

Deep CNN Denoiser and Multi-layer Neighbor Component Embedding for Face Hallucination IJCAI 2018

Locality Preserving Matching IJCAI 2017

Robust Estimation of Nonrigid Transformation for Point Set Registration CVPR 2013