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 2021-02-01 to 2025-02-01.)

Article	Citations
A comprehensive survey on chest diseases analysis: technique, challenges and future research directions	260
A voting-based novel spatio-temporal fusion framework for video saliency using transfer learning mechanism	74
DAABNet: depth-wise asymmetric attention bottleneck for real-time semantic segmentation	44
How can users’ comments posted on social media videos be a source of effective tags?	39
Maximizing mutual information inside intra- and inter-modality for audio-visual event retrieval	36
Neural style transfer generative adversarial network (NST-GAN) for facial expression recognition	33
Towards a high robust neural network via feature matching	26
Editorial: web of science and scopus impact in IJMIR	19
Ornament image retrieval using few-shot learning	17
Detecting abnormal behavior in megastore for crime prevention using a deep neural architecture	17
Similar interior coordination image retrieval with multi-view features	13
RGBD deep multi-scale network for background subtraction	13
Reinforcement learning applied to machine vision: state of the art	11
VERITE: a Robust benchmark for multimodal misinformation detection accounting for unimodal bias	11
Video anomaly detection with memory-guided multilevel embedding	10
Style-aware adversarial pairwise ranking for image recommendation systems	9
Enhancing the performance of 3D auto-correlation gradient features in depth action classification	8
Stratified Graph Indexing for efficient search in deep descriptor databases	8
Mual: enhancing multimodal sentiment analysis with cross-modal attention and difference loss	8
CAMIR: fine-tuning CLIP and multi-head cross-attention mechanism for multimodal image retrieval with sketch and text features	8
End-to-end residual learning-based deep neural network model deployment for human activity recognition	8
Caption TLSTMs: combining transformer with LSTMs for image captioning	8
Multimodal music datasets? Challenges and future goals in music processing	8
Visual and semantic ensemble for scene text recognition with gated dual mutual attention	8
Gender classification from face images using central difference convolutional networks	7

LG-MLFormer: local and global MLP for image captioning	7
Improving skeleton-based action recognition with interactive object information	7
Generative adversarial networks and its applications in the biomedical image segmentation: a comprehensive survey	7
How does a kernel based on gradients of infinite-width neural networks come to be widely used: a review of the neural tangent kernel	7
Your heart rate betrays you: multimodal learning with spatio-temporal fusion networks for micro-expression recognition	7
An interactive attribute-preserving fashion recommendation with 3D image-based virtual try-on	6
A novel method for video shot boundary detection using CNN-LSTM approach	5
Multi-modal emotion recognition using tensor decomposition fusion and self-supervised multi-tasking	5
Correction to: Different techniques for Alzheimer’s disease classification using brain images: a study	5
Recent trends in recommender systems: a survey	5
Semantic-enhanced discriminative embedding learning for cross-modal retrieval	5
Advancements in machine learning techniques for threat item detection in X-ray images: a comprehensive survey	5
A review on deep learning in medical image analysis	5
3D skeleton-based human motion prediction using spatial–temporal graph convolutional network	4
DAF-Net: dense attention feature pyramid network for multiscale object detection	4
State of art and emerging trends on group recommender system: a comprehensive review	4
Strengthening attention: knowledge distillation via cross-layer feature fusion for image classification	4
Cross-domain image retrieval: methods and applications	4
Multi-class imbalanced image classification using conditioned GANs	4
Multiple feedback based adversarial collaborative filtering with aesthetics	3
Counterfactual attribute-based visual explanations for classification	3
Design ensemble deep learning model for pneumonia disease classification	3
Few2Decide: towards a robust model via using few neuron connections to decide	3
A literature review and perspectives in deepfakes: generation, detection, and applications	3
Generative adversarial networks for 2D-based CNN pose-invariant face recognition	3
Parameter-efficient tuning of cross-modal retrieval for a specific database via trainable textual and visual prompts	3
Tri-RAT: optimizing the attention scores for image captioning	3
Incremental image retrieval method based on feature perception and deep hashing	3
Few-shot and meta-learning methods for image understanding: a survey	3
Special issue on cross-modal retrieval and analysis	2
Augmented inputs for surveillance re-identification	2
A fast and robust affine-invariant method for shape registration under partial occlusion	2
TCKGE: Transformers with contrastive learning for knowledge graph embedding	2
A new CNN-based semantic object segmentation for autonomous vehicles in urban traffic scenes	2
Multimodal image and audio music transcription	2
Multimodal news analytics using measures of cross-modal entity and context consistency	2
LSECA: local semantic enhancement and cross aggregation for video-text retrieval	2
Cross-modal retrieval based on shared proxies	2
Organ segmentation from computed tomography images using the 3D convolutional neural network: a systematic review	2
An emotion-driven, transformer-based network for multimodal fake news detection	2
Who is gambling? Finding cryptocurrency gamblers using multi-modal retrieval methods	1
DELIGHT-Net: DEep and LIGHTweight network to segment Indian text at word level from wild scenic images	1
FDAM: full-dimension attention module for deep convolutional neural networks	1
Bridging language to visuals: towards natural language query-to-chart image retrieval	1
Cluster-guided temporal modeling for action recognition	1
CLIP-based fusion-modal reconstructing hashing for large-scale unsupervised cross-modal retrieval	1
A lightweight small object detection algorithm based on improved YOLOv5 for driving scenarios	1
Recognition of student engagement in classroom from affective states	1
DBTSF-VSOD: a decision-based two-stage framework for video salient object detection	1
Video deblurring and flow-guided feature aggregation for obstacle detection in agricultural videos	1

An improved customized CNN model for adaptive recognition of cerebral palsy people’s handwritten digits in assessment	1
Dual-feature collaborative relation-attention networks for visual question answering	1
Multimodal Quasi-AutoRegression: forecasting the visual popularity of new fashion products	1
STCA: an action recognition network with spatio-temporal convolution and attention	1
Deep multiple aggregation networks for action recognition	1
Domain-specific image captioning: a comprehensive review	1
A order-based content-based information retrieval system proposal applied in 3D meshes	1
A comprehensive survey of multimodal fake news detection techniques: advances, challenges, and opportunities	1
ConvST-LSTM-Net: convolutional spatiotemporal LSTM networks for skeleton-based human action recognition	1
Joint multi-scale information and long-range dependence for video captioning	1
Unsupervised graph reasoning distillation hashing for multimodal hamming space search with vision-language model	1
InceptionDepth-wiseYOLOv2: improved implementation of YOLO framework for pedestrian detection	1
Visual feature segmentation with reinforcement learning for continuous sign language recognition	1
A unified approach of detecting misleading images via tracing its instances on web and analyzing its past context for the verification of multimedia content	1
Enhancing deep learning image classification using data augmentation and genetic algorithm-based optimization	1
A spatiotemporal bidirectional network for video salient object detection using multiscale transfer learning	1
Human action recognition using an optical flow-gated recurrent neural network	1