OOIR: Observatory of International Research

Papers

(The H4-Index of IEEE Transactions on Image Processing is 79. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2021-08-01 to 2025-08-01.)

Article	Citations
Consensus Sparsity: Multi-Context Sparse Image Representation via L _∞-Induced Matrix Variate	580
HAda: Hyper-Adaptive Parameter-Efficient Learning for Multi-View ConvNets	553
Canonical Correlation Analysis With Low-Rank Learning for Image Representation	526
One-Class Classification Using ℓp-Norm Multiple Kernel Fisher Null Approach	471
Multi-Granularity Contrastive Cross-Modal Collaborative Generation for End-to-End Long-Term Video Question Answering	386
A Fast and Efficient Shape Blending by Stable and Analytically Invertible Finite Descriptors	376
Pro2Diff: Proposal Propagation for Multi-Object Tracking via the Diffusion Model	360
Automatic Quaternion-Domain Color Image Stitching	317
Spatial Frequency Modulation Network for Efficient Image Dehazing	276
Toward Projected Clustering With Aggregated Mapping	274
Self-Supervised Matting-Specific Portrait Enhancement and Generation	248
MaCon: A Generic Self-Supervised Framework for Unsupervised Multimodal Change Detection	240
Graph Embedding Contrastive Multi-Modal Representation Learning for Clustering	233
Real Image Denoising With a Locally-Adaptive Bitonic Filter	206
Graph Convolutional Dictionary Selection With L₂_, ₚ Norm for Video Summarization	202
Equivariant Local Reference Frames With Optimization for Robust Non-Rigid Point Cloud Correspondence	179
Pose-Appearance Relational Modeling for Video Action Recognition	178
Uncertainty-Guided Refinement for Fine-Grained Salient Object Detection	173
Multi-Constraint Adversarial Networks for Unsupervised Image-to-Image Translation	172
Learning Spectral Cues for Multispectral and Panchromatic Image Fusion	171
Bi-Nuclear Tensor Schatten-p Norm Minimization for Multi-View Subspace Clustering	164
Harnessing Multi-modal Large Language Models for Measuring and Interpreting Color Differences	160
Density-Guided Incremental Dominant Instance Exploration for Two-View Geometric Model Fitting	159
STPNet: Scale-Aware Text Prompt Network for Medical Image Segmentation	159
FF-LPD: A Real-Time Frame-by-Frame License Plate Detector With Knowledge Distillation and Feature Propagation	153

OccNeRF: Advancing 3D Occupancy Prediction in LiDAR-Free Environments	153
Multiframe Joint Enhancement for Early Interlaced Videos	151
Differentiable SAR Renderer and Image-Based Target Reconstruction	147
TTVFI: Learning Trajectory-Aware Transformer for Video Frame Interpolation	143
An Adaptive Multi-Granularity Graph Representation of Image via Granular-ball Computing	141
Cross-Modality Pyramid Alignment for Visual Intention Understanding	141
Variational Structured Attention Networks for Deep Visual Representation Learning	137
Dual Alternating Direction Method of Multipliers for Inverse Imaging	130
Multimodal Unrolled Robust PCA for Background Foreground Separation	121
GMLight: Lighting Estimation via Geometric Distribution Approximation	121
Cross-Modal Retrieval With Noisy Correspondence via Consistency Refining and Mining	121
Discrete Metric Learning for Fast Image Set Classification	119
Attentive WaveBlock: Complementarity-Enhanced Mutual Networks for Unsupervised Domain Adaptation in Person Re-Identification and Beyond	119
A Low-Rank Tensor Decomposition Model With Factors Prior and Total Variation for Impulsive Noise Removal	118
Fine-Grained Recognition With Learnable Semantic Data Augmentation	116
Contrast-Reconstruction Representation Learning for Self-Supervised Skeleton-Based Action Recognition	115
Vision-Based UAV Self-Positioning in Low-Altitude Urban Environments	112
Attention-Guided Neural Networks for Full-Reference and No-Reference Audio-Visual Quality Assessment	112
Few-Shot Learning With Class-Covariance Metric for Hyperspectral Image Classification	112
AdaAugment: A Tuning-Free and Adaptive Approach to Enhance Data Augmentation	111
SemiRS-COC: Semi-Supervised Classification for Complex Remote Sensing Scenes With Cross-Object Consistency	110
Multi-Condition Latent Diffusion Network for Scene-Aware Neural Human Motion Prediction	110
Generalization Beyond Feature Alignment: Concept Activation-Guided Contrastive Learning	109
Addressing Challenges of Incorporating Appearance Cues Into Heuristic Multi-Object Tracker via a Novel Feature Paradigm	108
Optimization-Inspired Learning With Architecture Augmentations and Control Mechanisms for Low-Level Vision	107
Grammar-Induced Wavelet Network for Human Parsing	107
Stacked Deconvolutional Network for Semantic Segmentation	106
Distractor-Aware Event-Based Tracking	106
Efficient Semi-Supervised Multimodal Hashing With Importance Differentiation Regression	104
Weakly Supervised Semantic Segmentation via Alternate Self-Dual Teaching	101
Unsupervised Person Re-Identification With Stochastic Training Strategy	100
Precise Facial Landmark Detection by Reference Heatmap Transformer	99
SegHSI: Semantic Segmentation of Hyperspectral Images With Limited Labeled Pixels	99
Cyclic Self-Training With Proposal Weight Modulation for Cross-Supervised Object Detection	98
IMU-Assisted Online Video Background Identification	96
NeuralDiffuser: Neuroscience-Inspired Diffusion Guidance for fMRI Visual Reconstruction	96
Perceptually Weighted Rate Distortion Optimization for Video-Based Point Cloud Compression	94
Variational Bayes Image Restoration With Compressive Autoencoders	94
Advances in Predictive RAHT for Geometric Point Cloud Compression	91
Learning Dynamic Prompts for All-in-One Image Restoration	91
Interactive Face Video Coding: A Generative Compression Framework	91
Bidirectional Mapping Coupled GAN for Generalized Zero-Shot Learning	91
Unsupervised Foggy Scene Understanding via Self Spatial-Temporal Label Diffusion	91
Decoupled Cross-Modal Phrase-Attention Network for Image-Sentence Matching	90
Toward Video Anomaly Retrieval From Video Anomaly Detection: New Benchmarks and Model	89
Fast 3D Room Layout Estimation Based on Compact High-Level Representation	88
Fuzzy Sparse Subspace Clustering for Infrared Image Segmentation	87
Multi-Exposure Image Fusion via Deformable Self-Attention	87
Cross-Attentional Spatio-Temporal Semantic Graph Networks for Video Question Answering	83
Commonality Feature Representation Learning for Unsupervised Multimodal Change Detection	82

FsaNet: Frequency Self-Attention for Semantic Segmentation	81
Cross-Layer Contrastive Learning of Latent Semantics for Facial Expression Recognition	81
Boundary-Aware Prototype in Semi-Supervised Medical Image Segmentation	81
Rethinking Sampling Strategies for Unsupervised Person Re-Identification	80