Journal & Article

Artificial Intelligence

I/F
# Journal I/F

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

LFSRM: Few-Shot Diagram-Sentence Matching via Local-Feedback Self-Regulating Memory
vol.48 iss.4 (2026) pp.13 Learning Physics-Informed Noise Models from Dark Frames for Low-Light Raw Image Denoising
vol.48 iss.4 (2026) pp.18 Towards Unified Semantic and Controllable Image Fusion: A Diffusion Transformer Approach
vol.48 iss.4 (2026) pp.18 Armor: Shielding Unlearnable Examples Against Data Augmentation
vol.48 iss.4 (2026) pp.17 Beyond Degradation Redundancy: Contrastive Prompt Learning for All-in-One Image Restoration
vol.48 iss.4 (2026) pp.18 Detection of Model-Based Planted Pseudo-Cliques in Random Dot Product Graphs by the Adjacency Spectral Embedding and the Graph Encoder Embedding
vol.48 iss.4 (2026) pp.10 Toward Accurate Procedure Planning in Instructional Videos: Visual State Generation Helps Task-Selective Diffusion
vol.48 iss.4 (2026) pp.18 Unified Granularity Controller for Interactive Segmentation
vol.48 iss.4 (2026) pp.12 Hypergraph Foundation Model
vol.48 iss.4 (2026) pp.18 $\ell _{0}$ℓ0-Regularized Sparse Coding-Based Interpretable Network for Multi-Modal Image Fusion
vol.48 iss.4 (2026) pp.17 Temporal Stereo Matching From Event Cameras via Joint Learning With Stereoscopic Flow
vol.48 iss.4 (2026) pp.16 Reinforcement Learning-Based Sequential Parameter Tuning for Image Signal Processing
vol.48 iss.4 (2026) pp.18 Unveiling Fine-Grained Deceptive Patterns in Multimodal Fake News: An Explainable Neuro-Symbolic Framework With LVLMs
vol.48 iss.4 (2026) pp.18 A Theoretical Perspective on Streaming Noisy Data With Distribution Shift
vol.48 iss.4 (2026) pp.17 Breaking Barriers, Localizing Saliency: A Large-Scale Benchmark and Baseline for Condition-Constrained Salient Object Detection
vol.48 iss.4 (2026) pp.17 Recent Advances in Discrete Speech Tokens: A Review
vol.48 iss.4 (2026) pp.21 HGNN Shield: Defending Hypergraph Neural Networks Against High-Order Structure Attack
vol.48 iss.4 (2026) pp.17 Mettle: Meta-Token Learning for Memory-Efficient Audio-Visual Adaptation
vol.48 iss.4 (2026) pp.17 Augmenting Iterative Trajectory for Bilevel Optimization: Methodology, Analysis and Extensions
vol.48 iss.4 (2026) pp.18 Developing Evolving Adaptability in Biological Intelligence: A Novel Biologically-Inspired Continual Learning Model for Video Saliency Prediction
vol.48 iss.4 (2026) pp.18 A Unified Experience Replay Framework for Spiking Deep Reinforcement Learning
vol.48 iss.4 (2026) pp.15 Evolutionary Dimension-Specific Feature Selection for Multi-Dimensional Classification
vol.48 iss.4 (2026) pp.13 Toward Deeper Emotional Reflection: Crafting Affective Image Filters With Generative Priors
vol.48 iss.4 (2026) pp.15 VPT-NSP2++: Importance-Aware Visual Prompt Tuning in Null Space for Continual Learning
vol.48 iss.4 (2026) pp.18 Complexity Control Facilitates Reasoning-Based Compositional Generalization in Transformers
vol.48 iss.4 (2026) pp.14 DSwinIR: Rethinking Window-Based Attention for Image Restoration
vol.48 iss.4 (2026) pp.17 Handwritten Text Recognition: A Survey
vol.48 iss.4 (2026) pp.21 RingMoE: Mixture-of-Modality-Experts Multi-Modal Foundation Models for Universal Remote Sensing Image Interpretation
vol.48 iss.4 (2026) pp.18 Condition-Guided Diffusion for Multi-Modal Pedestrian Trajectory Prediction Incorporating Intention and Interaction Priors
vol.48 iss.4 (2026) pp.14 Slack Federated Adversarial Training
vol.48 iss.4 (2026) pp.20 CompleMatch: Boosting Time-Series Semi-Supervised Classification With Temporal-Frequency Complementarity
vol.48 iss.4 (2026) pp.14 MESA: Effective Matching Redundancy Reduction by Semantic Area Segmentation
vol.48 iss.4 (2026) pp.19 MoEGAD: A Mixture-of-Experts Framework With Pseudo-Anomaly Generation for Graph-Level Anomaly Detection
vol.48 iss.4 (2026) pp.17 Learning Positive-Incentive Point Sampling in Neural Implicit Fields for Object Pose Estimation
vol.48 iss.4 (2026) pp.17 A Novel Approach to GNN Explainability: Distilling Knowledge With Inter-Layer Alignment
vol.48 iss.4 (2026) pp.17 Boosting Multi-Modal Large Language Model With Enhanced Visual Features
vol.48 iss.4 (2026) pp.15 Unsupervised Representation Learning From Sparse Transformation Analysis
vol.48 iss.4 (2026) pp.14 Data-Driven Bidirectional Spatial-Adaptive Network for Weakly Supervised Object Detection in Remote Sensing Images
vol.48 iss.4 (2026) pp.17 Bi-C2R: Bidirectional Continual Compatible Representation for Re-Indexing Free Lifelong Person Re-Identification
vol.48 iss.4 (2026) pp.17 Robust Semi-Supervised Feature Selection With Multi-Granularity Zentropy Modeling
vol.48 iss.4 (2026) pp.18 DirMixE: Harnessing Test Agnostic Long-Tail Recognition With Hierarchical Label Vartiations
vol.48 iss.4 (2026) pp.18 Efficient Scene Modeling via Structure-Aware and Region-Prioritized 3D Gaussians
vol.48 iss.4 (2026) pp.19 DC-SAM: In-Context Segment Anything in Images and Videos via Dual Consistency
vol.48 iss.4 (2026) pp.15 Noisy Correspondence Rectification in Multimodal Clustering Space for Cross-Modal Matching
vol.48 iss.4 (2026) pp.16 HUGSIM: A Real-Time, Photo-Realistic and Closed-Loop Simulator for Autonomous Driving
vol.48 iss.4 (2026) pp.19 Breaking the Multi-Enhancement Bottleneck: Domain-Consistent Quality Enhancement for Compressed Images
vol.48 iss.4 (2026) pp.16 Jo-SNC: Combating Noisy Labels Through Fostering Self- and Neighbor-Consistency
vol.48 iss.4 (2026) pp.18 Proactive Bot Detection Based on Structural Information Principles
vol.48 iss.4 (2026) pp.18 Toward Understanding Generalization and Stability Gaps Between Centralized and Decentralized Federated Learning
vol.48 iss.4 (2026) pp.12 Spike Camera Optical Flow Estimation Based on Continuous Spike Streams
vol.48 iss.4 (2026) pp.15