OOIR: Observatory of International Research

Papers

(The H4-Index of IEEE Transactions on Image Processing is 88. 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 2022-01-01 to 2026-01-01.)

Article	Citations
Consensus Sparsity: Multi-Context Sparse Image Representation via L _∞-Induced Matrix Variate	755
Pro2Diff: Proposal Propagation for Multi-Object Tracking via the Diffusion Model	731
Dual Alternating Direction Method of Multipliers for Inverse Imaging	651
An Explanation Method Based on Interpretable Linear Model With Four Key Characteristics	640
Multiframe Joint Enhancement for Early Interlaced Videos	529
Toward Efficient Test Time Adaptation With Hierarchical Distribution Alignment	483
Cross-Domain Few-Shot Medical Image Segmentation via Dynamic Semantic Matching	471
Variational Structured Attention Networks for Deep Visual Representation Learning	421
Attentive WaveBlock: Complementarity-Enhanced Mutual Networks for Unsupervised Domain Adaptation in Person Re-Identification and Beyond	417
An Adaptive Multi-Granularity Graph Representation of Image via Granular-ball Computing	381
GMLight: Lighting Estimation via Geometric Distribution Approximation	315
Equivariant Local Reference Frames With Optimization for Robust Non-Rigid Point Cloud Correspondence	301
Self-Supervised Matting-Specific Portrait Enhancement and Generation	268
Color Spike Camera Reconstruction via Long Short-Term Temporal Aggregation of Spike Signals	262
SemiRS-COC: Semi-Supervised Classification for Complex Remote Sensing Scenes With Cross-Object Consistency	249
Canonical Correlation Analysis With Low-Rank Learning for Image Representation	249
MaCon: A Generic Self-Supervised Framework for Unsupervised Multimodal Change Detection	223
HAda: Hyper-Adaptive Parameter-Efficient Learning for Multi-View ConvNets	219
AdaAugment: A Tuning-Free and Adaptive Approach to Enhance Data Augmentation	214
Discrete Metric Learning for Fast Image Set Classification	212
FF-LPD: A Real-Time Frame-by-Frame License Plate Detector With Knowledge Distillation and Feature Propagation	211
Automatic Quaternion-Domain Color Image Stitching	201
Multimodal Unrolled Robust PCA for Background Foreground Separation	200
Graph Embedding Contrastive Multi-Modal Representation Learning for Clustering	197
Density-Guided Incremental Dominant Instance Exploration for Two-View Geometric Model Fitting	194

Multi-Constraint Adversarial Networks for Unsupervised Image-to-Image Translation	193
Graph Convolutional Dictionary Selection With L₂_, ₚ Norm for Video Summarization	191
Multi-Granularity Contrastive Cross-Modal Collaborative Generation for End-to-End Long-Term Video Question Answering	185
Bi-Nuclear Tensor Schatten-p Norm Minimization for Multi-View Subspace Clustering	180
Toward Projected Clustering With Aggregated Mapping	178
Contrast-Reconstruction Representation Learning for Self-Supervised Skeleton-Based Action Recognition	175
Learning Spectral Cues for Multispectral and Panchromatic Image Fusion	175
Fine-Grained Recognition With Learnable Semantic Data Augmentation	169
Cross-Modal Retrieval With Noisy Correspondence via Consistency Refining and Mining	161
A Fast and Efficient Shape Blending by Stable and Analytically Invertible Finite Descriptors	160
OccNeRF: Advancing 3D Occupancy Prediction in LiDAR-Free Environments	156
A Low-Rank Tensor Decomposition Model With Factors Prior and Total Variation for Impulsive Noise Removal	151
LoRA-Composer: Leveraging Low-Rank Adaptation for Multi-Concept Customization in Training-Free Diffusion Models	150
TTVFI: Learning Trajectory-Aware Transformer for Video Frame Interpolation	141
Differentiable SAR Renderer and Image-Based Target Reconstruction	141
Cross-Modality Pyramid Alignment for Visual Intention Understanding	140
TSFormer: Efficient Ultra-High-Definition Image Restoration via Trusted Min- p	138
STPNet: Scale-Aware Text Prompt Network for Medical Image Segmentation	137
Attention-Guided Neural Networks for Full-Reference and No-Reference Audio-Visual Quality Assessment	137
Few-Shot Learning With Class-Covariance Metric for Hyperspectral Image Classification	137
Pose-Appearance Relational Modeling for Video Action Recognition	136
Harnessing Multi-modal Large Language Models for Measuring and Interpreting Color Differences	135
Spatial Frequency Modulation Network for Efficient Image Dehazing	134
Real Image Denoising With a Locally-Adaptive Bitonic Filter	132
One-Class Classification Using ℓp-Norm Multiple Kernel Fisher Null Approach	131
Vision-Based UAV Self-Positioning in Low-Altitude Urban Environments	131
Uncertainty-Guided Refinement for Fine-Grained Salient Object Detection	131
Cross-Domain Diffusion With Progressive Alignment for Efficient Adaptive Retrieval	129
Advances in Predictive RAHT for Geometric Point Cloud Compression	129
Interactive Face Video Coding: A Generative Compression Framework	128
Variational Bayes Image Restoration With Compressive Autoencoders	127
Unsupervised Person Re-Identification With Stochastic Training Strategy	126
Grammar-Induced Wavelet Network for Human Parsing	125
Distractor-Aware Event-Based Tracking	120
SharpFormer: Learning Local Feature Preserving Global Representations for Image Deblurring	120
Fuzzy Sparse Subspace Clustering for Infrared Image Segmentation	118
NeuralDiffuser: Neuroscience-Inspired Diffusion Guidance for fMRI Visual Reconstruction	117
RSSFormer: Foreground Saliency Enhancement for Remote Sensing Land-Cover Segmentation	115
Multi-Condition Latent Diffusion Network for Scene-Aware Neural Human Motion Prediction	112
Unsupervised Modality-Transferable Video Highlight Detection With Representation Activation Sequence Learning	112
Video Moment Retrieval With Cross-Modal Neural Architecture Search	111
Generalization Beyond Feature Alignment: Concept Activation-Guided Contrastive Learning	109
ScaleNet: Scaling up Pretrained Neural Networks With Incremental Parameters	108
IMU-Assisted Online Video Background Identification	106
Learning Dynamic Prompts for All-in-One Image Restoration	106
SRS: Siamese Reconstruction-Segmentation Network Based on Dynamic-Parameter Convolution	105
Multi-Exposure Image Fusion via Deformable Self-Attention	105
Stacked Deconvolutional Network for Semantic Segmentation	102
Fast 3D Room Layout Estimation Based on Compact High-Level Representation	100
Cross-Attentional Spatio-Temporal Semantic Graph Networks for Video Question Answering	100

Cyclic Self-Training With Proposal Weight Modulation for Cross-Supervised Object Detection	99
Unsupervised Foggy Scene Understanding via Self Spatial-Temporal Label Diffusion	97
Bidirectional Mapping Coupled GAN for Generalized Zero-Shot Learning	97
KSS-ICP: Point Cloud Registration Based on Kendall Shape Space	96
FsaNet: Frequency Self-Attention for Semantic Segmentation	95
Boundary-Aware Prototype in Semi-Supervised Medical Image Segmentation	93
Optimization-Inspired Learning With Architecture Augmentations and Control Mechanisms for Low-Level Vision	93
Coarse-to-Fine Contrastive Self-Supervised Feature Learning for Land-Cover Classification in SAR Images With Limited Labeled Data	92
Commonality Feature Representation Learning for Unsupervised Multimodal Change Detection	92
Inverse Image Frequency for Long-Tailed Image Recognition	92
Perceptually Weighted Rate Distortion Optimization for Video-Based Point Cloud Compression	92
Decoupled Cross-Modal Phrase-Attention Network for Image-Sentence Matching	91
Precise Facial Landmark Detection by Reference Heatmap Transformer	89
Efficient Semi-Supervised Multimodal Hashing With Importance Differentiation Regression	88
Rethinking Sampling Strategies for Unsupervised Person Re-Identification	88
Weakly Supervised Semantic Segmentation via Alternate Self-Dual Teaching	88