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
STPNet: Scale-Aware Text Prompt Network for Medical Image Segmentation	159
Density-Guided Incremental Dominant Instance Exploration for Two-View Geometric Model Fitting	159
OccNeRF: Advancing 3D Occupancy Prediction in LiDAR-Free Environments	153

FF-LPD: A Real-Time Frame-by-Frame License Plate Detector With Knowledge Distillation and Feature Propagation	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
Cross-Modality Pyramid Alignment for Visual Intention Understanding	141
An Adaptive Multi-Granularity Graph Representation of Image via Granular-ball Computing	141
Variational Structured Attention Networks for Deep Visual Representation Learning	137
Dual Alternating Direction Method of Multipliers for Inverse Imaging	130
Cross-Modal Retrieval With Noisy Correspondence via Consistency Refining and Mining	121
Multimodal Unrolled Robust PCA for Background Foreground Separation	121
GMLight: Lighting Estimation via Geometric Distribution Approximation	121
Attentive WaveBlock: Complementarity-Enhanced Mutual Networks for Unsupervised Domain Adaptation in Person Re-Identification and Beyond	119
Discrete Metric Learning for Fast Image Set Classification	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
Few-Shot Learning With Class-Covariance Metric for Hyperspectral Image Classification	112
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
AdaAugment: A Tuning-Free and Adaptive Approach to Enhance Data Augmentation	111
Multi-Condition Latent Diffusion Network for Scene-Aware Neural Human Motion Prediction	110
SemiRS-COC: Semi-Supervised Classification for Complex Remote Sensing Scenes With Cross-Object Consistency	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
Grammar-Induced Wavelet Network for Human Parsing	107
Optimization-Inspired Learning With Architecture Augmentations and Control Mechanisms for Low-Level Vision	107
Distractor-Aware Event-Based Tracking	106
Stacked Deconvolutional Network for Semantic Segmentation	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
SegHSI: Semantic Segmentation of Hyperspectral Images With Limited Labeled Pixels	99
Precise Facial Landmark Detection by Reference Heatmap Transformer	99
Cyclic Self-Training With Proposal Weight Modulation for Cross-Supervised Object Detection	98
NeuralDiffuser: Neuroscience-Inspired Diffusion Guidance for fMRI Visual Reconstruction	96
IMU-Assisted Online Video Background Identification	96
Variational Bayes Image Restoration With Compressive Autoencoders	94
Perceptually Weighted Rate Distortion Optimization for Video-Based Point Cloud Compression	94
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
Advances in Predictive RAHT for Geometric Point Cloud Compression	91
Learning Dynamic Prompts for All-in-One Image Restoration	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
Multi-Exposure Image Fusion via Deformable Self-Attention	87
Fuzzy Sparse Subspace Clustering for Infrared Image Segmentation	87
Cross-Attentional Spatio-Temporal Semantic Graph Networks for Video Question Answering	83
Commonality Feature Representation Learning for Unsupervised Multimodal Change Detection	82

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