OOIR: Observatory of International Research

Papers

(The median citation count of International Journal of Multimedia Information Retrieval is 1. 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 2020-11-01 to 2024-11-01.)

Article	Citations
A review on deep learning in medical image analysis	240
Anomaly detection using edge computing in video surveillance system: review	65
Design ensemble deep learning model for pneumonia disease classification	44
Interactive video retrieval evaluation at a distance: comparing sixteen interactive video search systems in a remote setting at the 10th Video Browser Showdown	39
Generative adversarial networks and its applications in the biomedical image segmentation: a comprehensive survey	36
Music similarity measurement and recommendation system using convolutional neural networks	33
Contrastive self-supervised learning: review, progress, challenges and future research directions	26
A study of classification and feature extraction techniques for brain tumor detection	23
Optimized MobileNet + SSD: a real-time pedestrian detection on a low-end edge device	19
Multi-sensor human activity recognition using CNN and GRU	17
Text detection, recognition, and script identification in natural scene images: a Review	17
Multimodal Quasi-AutoRegression: forecasting the visual popularity of new fashion products	13
A literature review and perspectives in deepfakes: generation, detection, and applications	13
AMS-CNN: Attentive multi-stream CNN for video-based crowd counting	11
Music emotion recognition based on segment-level two-stage learning	11
An automatic approach of audio feature engineering for the extraction, analysis and selection of descriptors	10
Multimodal news analytics using measures of cross-modal entity and context consistency	9
Cluster-based quotas for fairness improvements in music recommendation systems	9
Cross-domain image retrieval: methods and applications	9
Siamese coding network and pair similarity prediction for near-duplicate image detection	8
Content-based image retrieval using Group Normalized-Inception-Darknet-53	8
InceptionDepth-wiseYOLOv2: improved implementation of YOLO framework for pedestrian detection	8
A novel method for video shot boundary detection using CNN-LSTM approach	8
Human pose estimation using deep learning: review, methodologies, progress and future research directions	8
PDS-Net: A novel point and depth-wise separable convolution for real-time object detection	8

Reinforcement learning applied to machine vision: state of the art	8
Different techniques for Alzheimer’s disease classification using brain images: a study	7
Gender classification from face images using central difference convolutional networks	7
Organ segmentation from computed tomography images using the 3D convolutional neural network: a systematic review	7
Caption TLSTMs: combining transformer with LSTMs for image captioning	7
FCT: fusing CNN and transformer for scene classification	7
A comprehensive survey of multimodal fake news detection techniques: advances, challenges, and opportunities	7
CLIP-based fusion-modal reconstructing hashing for large-scale unsupervised cross-modal retrieval	6
Few-shot and meta-learning methods for image understanding: a survey	6
Deep learning for video-text retrieval: a review	5
An improved customized CNN model for adaptive recognition of cerebral palsy people’s handwritten digits in assessment	5
Alleviating the cold-start playlist continuation in music recommendation using latent semantic indexing	5
Multi-class imbalanced image classification using conditioned GANs	5
Sentiment analysis using deep learning techniques: a comprehensive review	5
Optical music recognition for homophonic scores with neural networks and synthetic music generation	5
Your heart rate betrays you: multimodal learning with spatio-temporal fusion networks for micro-expression recognition	5
A unified approach of detecting misleading images via tracing its instances on web and analyzing its past context for the verification of multimedia content	4
Medical image watermarking: a survey on applications, approach and performance requirement compliance	4
Counterfactual attribute-based visual explanations for classification	4
Study of Alzheimer’s disease brain impairment and methods for its early diagnosis: a comprehensive survey	4
Multimodal image and audio music transcription	4
Content-based image retrieval using handcraft feature fusion in semantic pyramid	4
DC-GNN: drop channel graph neural network for object classification and part segmentation in the point cloud	3
Recognition of student engagement in classroom from affective states	3
An interactive attribute-preserving fashion recommendation with 3D image-based virtual try-on	3
Neural style transfer generative adversarial network (NST-GAN) for facial expression recognition	3
FDAM: full-dimension attention module for deep convolutional neural networks	3
TCKGE: Transformers with contrastive learning for knowledge graph embedding	3
End-to-end residual learning-based deep neural network model deployment for human activity recognition	3
Who is gambling? Finding cryptocurrency gamblers using multi-modal retrieval methods	3
Generative adversarial networks for 2D-based CNN pose-invariant face recognition	3
Enhancing the performance of 3D auto-correlation gradient features in depth action classification	3
Semantic-aware visual scene representation	2
SPSD: Similarity-preserving self-distillation for video–text retrieval	2
LG-MLFormer: local and global MLP for image captioning	2
MHA-WoML: Multi-head attention and Wasserstein-OT for few-shot learning	2
Prototype local–global alignment network for image–text retrieval	2
MemeTector: enforcing deep focus for meme detection	2
RGBD deep multi-scale network for background subtraction	2
Early-stopped learning for action prediction in videos	2
A local representation-enhanced recurrent convolutional network for image captioning	2
A fast and robust affine-invariant method for shape registration under partial occlusion	2
Ornament image retrieval using few-shot learning	2
How does a kernel based on gradients of infinite-width neural networks come to be widely used: a review of the neural tangent kernel	1
VERITE: a Robust benchmark for multimodal misinformation detection accounting for unimodal bias	1
A comprehensive survey on chest diseases analysis: technique, challenges and future research directions	1
Nested-Net: a deep nested network for background subtraction	1
PSNet: position-shift alignment network for image caption	1
Modal interaction-enhanced prompt learning by transformer decoder for vision-language models	1
Deep multiple aggregation networks for action recognition	1

Special issue on cross-modal retrieval and analysis	1
State of art and emerging trends on group recommender system: a comprehensive review	1
Visual and semantic ensemble for scene text recognition with gated dual mutual attention	1
Detecting abnormal behavior in megastore for crime prevention using a deep neural architecture	1
Text-assisted attention-based cross-modal hashing	1
Multi-knowledge-driven enhanced module for visible-infrared cross-modal person Re-identification	1
Emotion-aware music tower blocks (EmoMTB ): an intelligent audiovisual interface for music discovery and recommendation	1
Joint multi-scale information and long-range dependence for video captioning	1
Dual-feature collaborative relation-attention networks for visual question answering	1
Tri-RAT: optimizing the attention scores for image captioning	1
Semantic-enhanced discriminative embedding learning for cross-modal retrieval	1
Mual: enhancing multimodal sentiment analysis with cross-modal attention and difference loss	1
Maximizing mutual information inside intra- and inter-modality for audio-visual event retrieval	1
FOF: a fine-grained object detection and feature extraction end-to-end network	1
Attribute-wise reasoning reinforcement learning for pedestrian attribute retrieval	1
A deep image retrieval network using Max-m-Min pooling and morphological feature generating residual blocks	1
ConvST-LSTM-Net: convolutional spatiotemporal LSTM networks for skeleton-based human action recognition	1
A lightweight small object detection algorithm based on improved YOLOv5 for driving scenarios	1
Few2Decide: towards a robust model via using few neuron connections to decide	1