OOIR: Observatory of International Research

Papers

(The median citation count of International Journal of Multimedia Information Retrieval is 2. 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 2021-05-01 to 2025-05-01.)

Article	Citations
Editorial: web of science and scopus impact in IJMIR	348
Towards a high robust neural network via feature matching	90
VERITE: a Robust benchmark for multimodal misinformation detection accounting for unimodal bias	47
Recent trends in recommender systems: a survey	47
Video anomaly detection with memory-guided multilevel embedding	38
Generative adversarial networks and its applications in the biomedical image segmentation: a comprehensive survey	29
Strengthening attention: knowledge distillation via cross-layer feature fusion for image classification	26
DELIGHT-Net: DEep and LIGHTweight network to segment Indian text at word level from wild scenic images	22
VPC-VoxelNet: multi-modal fusion 3D object detection networks based on virtual point clouds	22
A local representation-enhanced recurrent convolutional network for image captioning	20
Prototype local–global alignment network for image–text retrieval	17
Similarity-based face image retrieval using sparsely embedded deep features and binary code learning	15
MMDL: a multi-modal deep learning for video highlight detection in sports	15
Early-stopped learning for action prediction in videos	15
DC-GNN: drop channel graph neural network for object classification and part segmentation in the point cloud	15
CAMIR: fine-tuning CLIP and multi-head cross-attention mechanism for multimodal image retrieval with sketch and text features	14
Visual and semantic ensemble for scene text recognition with gated dual mutual attention	13
How can users’ comments posted on social media videos be a source of effective tags?	12
Multimodal music datasets? Challenges and future goals in music processing	12
Semantic-enhanced discriminative embedding learning for cross-modal retrieval	11
Few2Decide: towards a robust model via using few neuron connections to decide	10
DAF-Net: dense attention feature pyramid network for multiscale object detection	10
Generative adversarial networks for 2D-based CNN pose-invariant face recognition	10
An emotion-driven, transformer-based network for multimodal fake news detection	10
Cross-domain image retrieval: methods and applications	9

Human action recognition using an optical flow-gated recurrent neural network	9
State of art and emerging trends on group recommender system: a comprehensive review	9
MFAFD: a few-shot learning method for cascading models with parameter free attention and finite discrete space	9
Image enhancement with bi-directional normalization and color attention-guided generative adversarial networks	8
Concept-based and embedding-based models in lifelog retrieval: an empirical comparison of performance	8
Multi-view learning for camouflaged object detection with PVTv2	8
FOF: a fine-grained object detection and feature extraction end-to-end network	8
InceptionDepth-wiseYOLOv2: improved implementation of YOLO framework for pedestrian detection	8
Organ segmentation from computed tomography images using the 3D convolutional neural network: a systematic review	8
Multi-sensor human activity recognition using CNN and GRU	8
Study of Alzheimer’s disease brain impairment and methods for its early diagnosis: a comprehensive survey	7
Correction to: Different techniques for Alzheimer’s disease classification using brain images: a study	7
Optical music recognition for homophonic scores with neural networks and synthetic music generation	7
A voting-based novel spatio-temporal fusion framework for video saliency using transfer learning mechanism	7
An interactive attribute-preserving fashion recommendation with 3D image-based virtual try-on	7
Few-shot and meta-learning methods for image understanding: a survey	6
Stratified Graph Indexing for efficient search in deep descriptor databases	6
Improving skeleton-based action recognition with interactive object information	6
A literature review and perspectives in deepfakes: generation, detection, and applications	6
Maximizing mutual information inside intra- and inter-modality for audio-visual event retrieval	6
RGBD deep multi-scale network for background subtraction	6
Multi-class imbalanced image classification using conditioned GANs	6
Style-aware adversarial pairwise ranking for image recommendation systems	6
Dual-feature collaborative relation-attention networks for visual question answering	5
FDAM: full-dimension attention module for deep convolutional neural networks	5
Who is gambling? Finding cryptocurrency gamblers using multi-modal retrieval methods	5
TCKGE: Transformers with contrastive learning for knowledge graph embedding	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	5
Different techniques for Alzheimer’s disease classification using brain images: a study	5
Joint multi-scale information and long-range dependence for video captioning	5
DMFNet: geometric multi-scale pixel-level contrastive learning for video salient object detection	5
Deep multimodal learning for time series analysis in social computing: a survey	5
Special Issue on Open-Domain Image Retrieval in the Wild	3
Enhancing the performance of 3D auto-correlation gradient features in depth action classification	3
Anomaly detection using edge computing in video surveillance system: review	3
Interactive video retrieval evaluation at a distance: comparing sixteen interactive video search systems in a remote setting at the 10th Video Browser Showdown	3
Gender classification from face images using central difference convolutional networks	3
Emotion-aware music tower blocks (EmoMTB ): an intelligent audiovisual interface for music discovery and recommendation	3
Image forgery classification and localization through vision transformers	3
Sentiment analysis using deep learning techniques: a comprehensive review	3
LG-MLFormer: local and global MLP for image captioning	3
CoCoOpter: Pre-train, prompt, and fine-tune the vision-language model for few-shot image classification	3
Reinforcement learning applied to machine vision: state of the art	2
3D skeleton-based human motion prediction using spatial–temporal graph convolutional network	2
Deep multiple aggregation networks for action recognition	2
Parameter-efficient tuning of cross-modal retrieval for a specific database via trainable textual and visual prompts	2
Dual-matrix guided reconstruction hashing for unsupervised cross-modal retrieval	2
Similar interior coordination image retrieval with multi-view features	2
A fast and robust affine-invariant method for shape registration under partial occlusion	2
Enhancing deep learning image classification using data augmentation and genetic algorithm-based optimization	2

Ornament image retrieval using few-shot learning	2
Multi-modal emotion recognition using tensor decomposition fusion and self-supervised multi-tasking	2
A novel method for video shot boundary detection using CNN-LSTM approach	2
Special issue on cross-modal retrieval and analysis	2