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 2021-04-01 to 2025-04-01.)

Article	Citations
A voting-based novel spatio-temporal fusion framework for video saliency using transfer learning mechanism	329
DAABNet: depth-wise asymmetric attention bottleneck for real-time semantic segmentation	87
How can users’ comments posted on social media videos be a source of effective tags?	44
Editorial: web of science and scopus impact in IJMIR	44
Detecting abnormal behavior in megastore for crime prevention using a deep neural architecture	37
Multimodal music datasets? Challenges and future goals in music processing	25
VERITE: a Robust benchmark for multimodal misinformation detection accounting for unimodal bias	24
Enhancing the performance of 3D auto-correlation gradient features in depth action classification	21
Style-aware adversarial pairwise ranking for image recommendation systems	21
Stratified Graph Indexing for efficient search in deep descriptor databases	17
Mual: enhancing multimodal sentiment analysis with cross-modal attention and difference loss	15
End-to-end residual learning-based deep neural network model deployment for human activity recognition	14
Visual and semantic ensemble for scene text recognition with gated dual mutual attention	13
Similar interior coordination image retrieval with multi-view features	12
Towards a high robust neural network via feature matching	11
Reinforcement learning applied to machine vision: state of the art	11
Your heart rate betrays you: multimodal learning with spatio-temporal fusion networks for micro-expression recognition	10
Correction to: Different techniques for Alzheimer’s disease classification using brain images: a study	10
How does a kernel based on gradients of infinite-width neural networks come to be widely used: a review of the neural tangent kernel	9
Gender classification from face images using central difference convolutional networks	9
An interactive attribute-preserving fashion recommendation with 3D image-based virtual try-on	9
LG-MLFormer: local and global MLP for image captioning	9
Improving skeleton-based action recognition with interactive object information	8
Recent trends in recommender systems: a survey	8
Advancements in machine learning techniques for threat item detection in X-ray images: a comprehensive survey	8

CAMIR: fine-tuning CLIP and multi-head cross-attention mechanism for multimodal image retrieval with sketch and text features	8
RGBD deep multi-scale network for background subtraction	8
Optimized RT-DETR for accurate and efficient video object detection via decoupled feature aggregation	8
Neural style transfer generative adversarial network (NST-GAN) for facial expression recognition	8
Generative adversarial networks and its applications in the biomedical image segmentation: a comprehensive survey	8
Video anomaly detection with memory-guided multilevel embedding	7
A review on deep learning in medical image analysis	7
Ornament image retrieval using few-shot learning	7
Caption TLSTMs: combining transformer with LSTMs for image captioning	7
Maximizing mutual information inside intra- and inter-modality for audio-visual event retrieval	7
Multi-modal emotion recognition using tensor decomposition fusion and self-supervised multi-tasking	7
3D skeleton-based human motion prediction using spatial–temporal graph convolutional network	6
State of art and emerging trends on group recommender system: a comprehensive review	6
Dual-matrix guided reconstruction hashing for unsupervised cross-modal retrieval	6
Multiple feedback based adversarial collaborative filtering with aesthetics	6
Counterfactual attribute-based visual explanations for classification	5
A novel method for video shot boundary detection using CNN-LSTM approach	5
DAF-Net: dense attention feature pyramid network for multiscale object detection	5
Incremental image retrieval method based on feature perception and deep hashing	5
Multi-class imbalanced image classification using conditioned GANs	5
LSECA: local semantic enhancement and cross aggregation for video-text retrieval	5
Generative adversarial networks for 2D-based CNN pose-invariant face recognition	5
TCKGE: Transformers with contrastive learning for knowledge graph embedding	5
Cross-domain image retrieval: methods and applications	5
Few2Decide: towards a robust model via using few neuron connections to decide	4
Tri-RAT: optimizing the attention scores for image captioning	4
Multimodal news analytics using measures of cross-modal entity and context consistency	4
Strengthening attention: knowledge distillation via cross-layer feature fusion for image classification	4
A literature review and perspectives in deepfakes: generation, detection, and applications	4
Semantic-enhanced discriminative embedding learning for cross-modal retrieval	3
A lightweight small object detection algorithm based on improved YOLOv5 for driving scenarios	3
Bridging language to visuals: towards natural language query-to-chart image retrieval	3
Special issue on cross-modal retrieval and analysis	3
Few-shot and meta-learning methods for image understanding: a survey	3
A fast and robust affine-invariant method for shape registration under partial occlusion	3
A order-based content-based information retrieval system proposal applied in 3D meshes	3
Parameter-efficient tuning of cross-modal retrieval for a specific database via trainable textual and visual prompts	3
An emotion-driven, transformer-based network for multimodal fake news detection	3
Enhancing deep learning image classification using data augmentation and genetic algorithm-based optimization	3
Who is gambling? Finding cryptocurrency gamblers using multi-modal retrieval methods	2
Joint multi-scale information and long-range dependence for video captioning	2
Augmented inputs for surveillance re-identification	2
DELIGHT-Net: DEep and LIGHTweight network to segment Indian text at word level from wild scenic images	2
Unsupervised graph reasoning distillation hashing for multimodal hamming space search with vision-language model	2
Cross-modal retrieval based on shared proxies	2
Visual feature segmentation with reinforcement learning for continuous sign language recognition	2
A spatiotemporal bidirectional network for video salient object detection using multiscale transfer learning	2
Video deblurring and flow-guided feature aggregation for obstacle detection in agricultural videos	2
An improved customized CNN model for adaptive recognition of cerebral palsy people’s handwritten digits in assessment	2
Dual-feature collaborative relation-attention networks for visual question answering	2

FDAM: full-dimension attention module for deep convolutional neural networks	2
Medical image watermarking: a survey on applications, approach and performance requirement compliance	1
VPC-VoxelNet: multi-modal fusion 3D object detection networks based on virtual point clouds	1
DBTSF-VSOD: a decision-based two-stage framework for video salient object detection	1
SPSD: Similarity-preserving self-distillation for video–text retrieval	1
Multimodal image and audio music transcription	1
Human action recognition using an optical flow-gated recurrent neural network	1
Domain-specific image captioning: a comprehensive review	1
Optimized MobileNet + SSD: a real-time pedestrian detection on a low-end edge device	1
Organ segmentation from computed tomography images using the 3D convolutional neural network: a systematic review	1
Prototype local–global alignment network for image–text retrieval	1
A comprehensive survey of multimodal fake news detection techniques: advances, challenges, and opportunities	1
Adversarial attacks and defenses for large language models (LLMs): methods, frameworks & challenges	1
Modal interaction-enhanced prompt learning by transformer decoder for vision-language models	1
ConvST-LSTM-Net: convolutional spatiotemporal LSTM networks for skeleton-based human action recognition	1
CLIP-based fusion-modal reconstructing hashing for large-scale unsupervised cross-modal retrieval	1
MFAFD: a few-shot learning method for cascading models with parameter free attention and finite discrete space	1
Different techniques for Alzheimer’s disease classification using brain images: a study	1
A new CNN-based semantic object segmentation for autonomous vehicles in urban traffic scenes	1
PDS-Net: A novel point and depth-wise separable convolution for real-time object detection	1
Deep multiple aggregation networks for action recognition	1
Editorial for the ICMR 2020 special issue	1
MemeTector: enforcing deep focus for meme detection	1
Recognition of student engagement in classroom from affective states	1
STCA: an action recognition network with spatio-temporal convolution and attention	1
Cluster-guided temporal modeling for action 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