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 2021-08-01 to 2025-08-01.)

Article	Citations
Editorial: web of science and scopus impact in IJMIR	397
Towards a high robust neural network via feature matching	104
Recent trends in recommender systems: a survey	55
Video anomaly detection with memory-guided multilevel embedding	47
VERITE: a Robust benchmark for multimodal misinformation detection accounting for unimodal bias	46
Generative adversarial networks and its applications in the biomedical image segmentation: a comprehensive survey	36
Strengthening attention: knowledge distillation via cross-layer feature fusion for image classification	29
DELIGHT-Net: DEep and LIGHTweight network to segment Indian text at word level from wild scenic images	26
VPC-VoxelNet: multi-modal fusion 3D object detection networks based on virtual point clouds	23
Enhanced YOLOv10 for small object detection with context-aware and adaptive modules	23
A local representation-enhanced recurrent convolutional network for image captioning	20
Prototype local–global alignment network for image–text retrieval	19
Early-stopped learning for action prediction in videos	18
MMDL: a multi-modal deep learning for video highlight detection in sports	16
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	15
Similarity-based face image retrieval using sparsely embedded deep features and binary code learning	15
Visual and semantic ensemble for scene text recognition with gated dual mutual attention	14
How can users’ comments posted on social media videos be a source of effective tags?	13
Human behavior recognition based on DualBiNet model	13
FiCo-ITR: bridging fine-grained and coarse-grained image-text retrieval for comparative performance analysis	13
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	11
An emotion-driven, transformer-based network for multimodal fake news detection	11

Cross-domain image retrieval: methods and applications	10
Organ segmentation from computed tomography images using the 3D convolutional neural network: a systematic review	10
Multi-view learning for camouflaged object detection with PVTv2	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
Human action recognition using an optical flow-gated recurrent neural network	10
State of art and emerging trends on group recommender system: a comprehensive review	10
MFAFD: a few-shot learning method for cascading models with parameter free attention and finite discrete space	10
Image enhancement with bi-directional normalization and color attention-guided generative adversarial networks	10
InceptionDepth-wiseYOLOv2: improved implementation of YOLO framework for pedestrian detection	9
Multi-sensor human activity recognition using CNN and GRU	9
Concept-based and embedding-based models in lifelog retrieval: an empirical comparison of performance	9
A voting-based novel spatio-temporal fusion framework for video saliency using transfer learning mechanism	8
FOF: a fine-grained object detection and feature extraction end-to-end network	8
Optical music recognition for homophonic scores with neural networks and synthetic music generation	8
Study of Alzheimer’s disease brain impairment and methods for its early diagnosis: a comprehensive survey	8
RGBD deep multi-scale network for background subtraction	7
Correction to: Different techniques for Alzheimer’s disease classification using brain images: a study	7
Improving skeleton-based action recognition with interactive object information	7
FDAM: full-dimension attention module for deep convolutional neural networks	6
Multi-class imbalanced image classification using conditioned GANs	6
Stratified Graph Indexing for efficient search in deep descriptor databases	6
Style-aware adversarial pairwise ranking for image recommendation systems	6
A literature review and perspectives in deepfakes: generation, detection, and applications	6
MCDINO: Self-supervised learning of masks based on combination of multi-path channel attention and local feature weighting	6
An interactive attribute-preserving fashion recommendation with 3D image-based virtual try-on	6
Dual-feature collaborative relation-attention networks for visual question answering	6
Few-shot and meta-learning methods for image understanding: a survey	6
Maximizing mutual information inside intra- and inter-modality for audio-visual event retrieval	6
TCKGE: Transformers with contrastive learning for knowledge graph embedding	6
Deep multimodal learning for time series analysis in social computing: a survey	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
DMFNet: geometric multi-scale pixel-level contrastive learning for video salient object detection	5
Joint multi-scale information and long-range dependence for video captioning	5
Who is gambling? Finding cryptocurrency gamblers using multi-modal retrieval methods	5
Anomaly detection using edge computing in video surveillance system: review	4
CoCoOpter: Pre-train, prompt, and fine-tune the vision-language model for few-shot image classification	4
Emotion-aware music tower blocks (EmoMTB ): an intelligent audiovisual interface for music discovery and recommendation	4
Image forgery classification and localization through vision transformers	3
Enhancing the performance of 3D auto-correlation gradient features in depth action classification	3
Special Issue on Open-Domain Image Retrieval in the Wild	3
Dual-matrix guided reconstruction hashing for unsupervised cross-modal retrieval	3
Parameter-efficient tuning of cross-modal retrieval for a specific database via trainable textual and visual prompts	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
Similar interior coordination image retrieval with multi-view features	3
Multi-modal emotion recognition using tensor decomposition fusion and self-supervised multi-tasking	3
3D skeleton-based human motion prediction using spatial–temporal graph convolutional network	3
Sentiment analysis using deep learning techniques: a comprehensive review	3
LG-MLFormer: local and global MLP for image captioning	3
Gender classification from face images using central difference convolutional networks	3

Ornament image retrieval using few-shot learning	3
CLIP-based fusion-modal reconstructing hashing for large-scale unsupervised cross-modal retrieval	2
Text detection, recognition, and script identification in natural scene images: a Review	2
MHA-WoML: Multi-head attention and Wasserstein-OT for few-shot learning	2
Deep adversarial multi-label cross-modal hashing algorithm	2
A novel method for video shot boundary detection using CNN-LSTM approach	2
Remote Sensing Image Change Captioning: A Comprehensive Review	2
Cross-modal alignment with synthetic caption for text-based person search	2
PSNet: position-shift alignment network for image caption	2
FCT: fusing CNN and transformer for scene classification	2
Opinion convergence-based sentiment prediction of image advertisement	2
Special issue on cross-modal retrieval and analysis	2
Deep multiple aggregation networks for action recognition	2
A fast and robust affine-invariant method for shape registration under partial occlusion	2
AMS-CNN: Attentive multi-stream CNN for video-based crowd counting	2
Music emotion recognition based on segment-level two-stage learning	2
Adversarial attacks and defenses for large language models (LLMs): methods, frameworks & challenges	2
Multi-aware coreference relation network for visual dialog	2
A new CNN-based semantic object segmentation for autonomous vehicles in urban traffic scenes	2
Enhancing deep learning image classification using data augmentation and genetic algorithm-based optimization	2