OOIR: Observatory of International Research

Papers

(The H4-Index of IEEE Transactions on Pattern Analysis and Machine Intelligence is 112. 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 2020-09-01 to 2024-09-01.)

Article	Citations
OpenPose: Realtime Multi-Person 2D Pose Estimation Using Part Affinity Fields	2220
Deep High-Resolution Representation Learning for Visual Recognition	1931
Res2Net: A New Multi-Scale Backbone Architecture	1674
Image Segmentation Using Deep Learning: A Survey	1249
A Survey on Vision Transformer	1130
Deep Learning for 3D Point Clouds: A Survey	985
Self-Supervised Visual Feature Learning With Deep Neural Networks: A Survey	924
Deep Learning for Image Super-Resolution: A Survey	866
Deep Learning for Person Re-Identification: A Survey and Outlook	853
Event-Based Vision: A Survey	834
NTU RGB+D 120: A Large-Scale Benchmark for 3D Human Activity Understanding	805
GOT-10k: A Large High-Diversity Benchmark for Generic Object Tracking in the Wild	799
U2Fusion: A Unified Unsupervised Image Fusion Network	769
Cascade R-CNN: High Quality Object Detection and Instance Segmentation	742
ProtTrans: Toward Understanding the Language of Life Through Self-Supervised Learning	634
Residual Dense Network for Image Restoration	506
Gliding Vertex on the Horizontal Bounding Box for Multi-Oriented Object Detection	502
Meta-Learning in Neural Networks: A Survey	501
Towards Robust Monocular Depth Estimation: Mixing Datasets for Zero-Shot Cross-Dataset Transfer	486
A continual learning survey: Defying forgetting in classification tasks	455
Normalizing Flows: An Introduction and Review of Current Methods	445
Image Super-Resolution Via Iterative Refinement	397
Recent Advances in Open Set Recognition: A Survey	394
Plug-and-Play Image Restoration With Deep Denoiser Prior	382
Hierarchical Deep Click Feature Prediction for Fine-Grained Image Recognition	373

A Style-Based Generator Architecture for Generative Adversarial Networks	344
Salient Object Detection in the Deep Learning Era: An In-Depth Survey	316
A Review of Domain Adaptation without Target Labels	303
Deep Multi-View Enhancement Hashing for Image Retrieval	298
Detection and Tracking Meet Drones Challenge	294
Imbalance Problems in Object Detection: A Review	293
The ApolloScape Open Dataset for Autonomous Driving and Its Application	292
Knowledge Distillation and Student-Teacher Learning for Visual Intelligence: A Review and New Outlooks	287
Multi-Task Learning for Dense Prediction Tasks: A Survey	275
Contextual Transformer Networks for Visual Recognition	269
Diffusion Models in Vision: A Survey	259
Convolutional Networks with Dense Connectivity	255
Prior Guided Feature Enrichment Network for Few-Shot Segmentation	247
NWPU-Crowd: A Large-Scale Benchmark for Crowd Counting and Localization	244
Dynamic Neural Networks: A Survey	240
Deep Audio-Visual Speech Recognition	234
Domain Generalization: A Survey	231
High Speed and High Dynamic Range Video with an Event Camera	230
Image-Based 3D Object Reconstruction: State-of-the-Art and Trends in the Deep Learning Era	230
YOLACT++ Better Real-Time Instance Segmentation	227
Concealed Object Detection	226
Semi-Supervised Semantic Segmentation With High- and Low-Level Consistency	215
Deep Imbalanced Learning for Face Recognition and Attribute Prediction	213
Low-Light Image and Video Enhancement Using Deep Learning: A Survey	209
InterFaceGAN: Interpreting the Disentangled Face Representation Learned by GANs	209
Beyond Self-Attention: External Attention Using Two Linear Layers for Visual Tasks	200
ResMLP: Feedforward Networks for Image Classification With Data-Efficient Training	197
FakeCatcher: Detection of Synthetic Portrait Videos using Biological Signals	193
Object Detection in Aerial Images: A Large-Scale Benchmark and Challenges	192
MEMC-Net: Motion Estimation and Motion Compensation Driven Neural Network for Video Interpolation and Enhancement	191
CCNet: Criss-Cross Attention for Semantic Segmentation	187
Learning to Enhance Low-Light Image via Zero-Reference Deep Curve Estimation	187
Revisiting Video Saliency Prediction in the Deep Learning Era	186
Deep Generative Modelling: A Comparative Review of VAEs, GANs, Normalizing Flows, Energy-Based and Autoregressive Models	186
Weakly Supervised Learning with Multi-Stream CNN-LSTM-HMMs to Discover Sequential Parallelism in Sign Language Videos	179
Maximum Density Divergence for Domain Adaptation	178
Human Action Recognition From Various Data Modalities: A Review	176
Multiview Clustering: A Scalable and Parameter-Free Bipartite Graph Fusion Method	173
ArcFace: Additive Angular Margin Loss for Deep Face Recognition	170
Constructing Stronger and Faster Baselines for Skeleton-Based Action Recognition	167
PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive Learning	163
Learning Depth with Convolutional Spatial Propagation Network	159
A Survey on Curriculum Learning	153
Every Pixel Counts ++: Joint Learning of Geometry and Motion with 3D Holistic Understanding	152
A Comprehensive Analysis of Deep Regression	151
SCRDet++: Detecting Small, Cluttered and Rotated Objects via Instance-Level Feature Denoising and Rotation Loss Smoothing	151
AbdomenCT-1K: Is Abdominal Organ Segmentation a Solved Problem?	148
Spatiotemporal Co-Attention Recurrent Neural Networks for Human-Skeleton Motion Prediction	146
Video Anomaly Detection with Sparse Coding Inspired Deep Neural Networks	146
Effects of Image Degradation and Degradation Removal to CNN-Based Image Classification	145

Mask TextSpotter: An End-to-End Trainable Neural Network for Spotting Text with Arbitrary Shapes	144
GAN Inversion: A Survey	144
Class-Incremental Learning: Survey and Performance Evaluation on Image Classification	142
Real-Time Scene Text Detection With Differentiable Binarization and Adaptive Scale Fusion	141
AlphaPose: Whole-Body Regional Multi-Person Pose Estimation and Tracking in Real-Time	139
KITTI-360: A Novel Dataset and Benchmarks for Urban Scene Understanding in 2D and 3D	139
Confidence Propagation through CNNs for Guided Sparse Depth Regression	139
Fine-Grained Image Analysis With Deep Learning: A Survey	138
A Survey on Deep Learning Techniques for Stereo-Based Depth Estimation	138
Single Image Deraining: From Model-Based to Data-Driven and Beyond	137
Dynamical Hyperparameter Optimization via Deep Reinforcement Learning in Tracking	136
MFQE 2.0: A New Approach for Multi-Frame Quality Enhancement on Compressed Video	136
Graph U-Nets	132
Coherence Constrained Graph LSTM for Group Activity Recognition	131
The Emerging Trends of Multi-Label Learning	130
Self-Correction for Human Parsing	128
Robust Low-Rank Tensor Recovery with Rectification and Alignment	127
Densely Residual Laplacian Super-Resolution	126
Weakly Supervised Object Localization and Detection: A Survey	125
MTFH: A Matrix Tri-Factorization Hashing Framework for Efficient Cross-Modal Retrieval	125
Direction-Aware Spatial Context Features for Shadow Detection and Removal	125
Neural Image Compression for Gigapixel Histopathology Image Analysis	125
Robust Multi-View Clustering With Incomplete Information	121
Negation of the Quantum Mass Function for Multisource Quantum Information Fusion With its Application to Pattern Classification	121
NAS-FAS: Static-Dynamic Central Difference Network Search for Face Anti-Spoofing	121
MHF-Net: An Interpretable Deep Network for Multispectral and Hyperspectral Image Fusion	120
Learning Enriched Features for Fast Image Restoration and Enhancement	120
PaMIR: Parametric Model-Conditioned Implicit Representation for Image-Based Human Reconstruction	120
Transfer Learning in Deep Reinforcement Learning: A Survey	118
A Comprehensive Survey of Scene Graphs: Generation and Application	117
Small Data Challenges in Big Data Era: A Survey of Recent Progress on Unsupervised and Semi-Supervised Methods	117
Graph Neural Networks with Convolutional ARMA Filters	117
Recipe1M+: A Dataset for Learning Cross-Modal Embeddings for Cooking Recipes and Food Images	116
Learning Generalisable Omni-Scale Representations for Person Re-Identification	115
From Show to Tell: A Survey on Deep Learning-Based Image Captioning	115
MS-TCN++: Multi-Stage Temporal Convolutional Network for Action Segmentation	115
DeepFake Detection Based on Discrepancies Between Faces and Their Context	114