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 2021-11-01 to 2025-11-01.)

Article	Citations
Recent trends in recommender systems: a survey	115
Generative adversarial networks and its applications in the biomedical image segmentation: a comprehensive survey	63
VERITE: a Robust benchmark for multimodal misinformation detection accounting for unimodal bias	58
Video anomaly detection with memory-guided multilevel embedding	48
Strengthening attention: knowledge distillation via cross-layer feature fusion for image classification	45
Enhancing Facial Beauty Prediction via a Dual-Pathway Hybrid Architecture Integrating Vmamba and ViT	40
DELIGHT-Net: DEep and LIGHTweight network to segment Indian text at word level from wild scenic images	35
VPC-VoxelNet: multi-modal fusion 3D object detection networks based on virtual point clouds	32
Enhanced YOLOv10 for small object detection with context-aware and adaptive modules	29
A local representation-enhanced recurrent convolutional network for image captioning	26
Prototype local–global alignment network for image–text retrieval	24
Multi-objective reinforcement learning for recommender systems: a comprehensive survey of methods, challenges, and future directions	20
Feature-NeuS: Neural Implicit Surface Reconstruction Using Feature Multi-View Consistency Constraint	20
Hierarchical multi-modal fusion with vision transformers for robust action recognition in infrared-visible videos	19
MMDL: a multi-modal deep learning for video highlight detection in sports	18
Similarity-based face image retrieval using sparsely embedded deep features and binary code learning	17
DC-GNN: drop channel graph neural network for object classification and part segmentation in the point cloud	17
CAMIR: fine-tuning CLIP and multi-head cross-attention mechanism for multimodal image retrieval with sketch and text features	16
Human behavior recognition based on DualBiNet model	16
Visual and semantic ensemble for scene text recognition with gated dual mutual attention	16
FiCo-ITR: bridging fine-grained and coarse-grained image-text retrieval for comparative performance analysis	15
How can users’ comments posted on social media videos be a source of effective tags?	14
Multimodal music datasets? Challenges and future goals in music processing	13
Generative adversarial networks for 2D-based CNN pose-invariant face recognition	13
Few2Decide: towards a robust model via using few neuron connections to decide	13

Semantic-enhanced discriminative embedding learning for cross-modal retrieval	13
DAF-Net: dense attention feature pyramid network for multiscale object detection	12
A Comprehensive Review of Multimodal Visual Representation Learning: Tracing the Evolution from CNNs to Transformers and Beyond	12
MFAFD: a few-shot learning method for cascading models with parameter free attention and finite discrete space	11
Cross-domain image retrieval: methods and applications	11
State of art and emerging trends on group recommender system: a comprehensive review	11
An emotion-driven, transformer-based network for multimodal fake news detection	11
Ultra fast-inference depth completion with linear attention-based cascaded hourglass network	10
Multi-view learning for camouflaged object detection with PVTv2	10
Human action recognition using an optical flow-gated recurrent neural network	9
Weighted semantic feature based self-supervised deep cross-modal hashing	9
Organ segmentation from computed tomography images using the 3D convolutional neural network: a systematic review	9
Study of Alzheimer’s disease brain impairment and methods for its early diagnosis: a comprehensive survey	8
Multi-sensor human activity recognition using CNN and GRU	8
InceptionDepth-wiseYOLOv2: improved implementation of YOLO framework for pedestrian detection	8
Optical music recognition for homophonic scores with neural networks and synthetic music generation	8
Concept-based and embedding-based models in lifelog retrieval: an empirical comparison of performance	8
FOF: a fine-grained object detection and feature extraction end-to-end network	8
Image enhancement with bi-directional normalization and color attention-guided generative adversarial networks	8
Improving skeleton-based action recognition with interactive object information	7
A voting-based novel spatio-temporal fusion framework for video saliency using transfer learning mechanism	7
Correction to: Different techniques for Alzheimer’s disease classification using brain images: a study	7
RGBD deep multi-scale network for background subtraction	7
An interactive attribute-preserving fashion recommendation with 3D image-based virtual try-on	6
Stratified Graph Indexing for efficient search in deep descriptor databases	6
ETG: the graph convolutional network was enhanced with an EA-transformer for aspect sentiment triplet extraction	6
Style-aware adversarial pairwise ranking for image recommendation systems	6
Maximizing mutual information inside intra- and inter-modality for audio-visual event retrieval	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
TCKGE: Transformers with contrastive learning for knowledge graph embedding	5
Dual-feature collaborative relation-attention networks for visual question answering	5
Few-shot and meta-learning methods for image understanding: a survey	5
FDAM: full-dimension attention module for deep convolutional neural networks	5
Deep multimodal learning for time series analysis in social computing: a survey	5
Joint multi-scale information and long-range dependence for video captioning	5
Anomaly detection using edge computing in video surveillance system: review	4
DMFNet: geometric multi-scale pixel-level contrastive learning for video salient object detection	4
Emotion-aware music tower blocks (EmoMTB ): an intelligent audiovisual interface for music discovery and recommendation	4
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
CoCoOpter: Pre-train, prompt, and fine-tune the vision-language model for few-shot image classification	4
Who is gambling? Finding cryptocurrency gamblers using multi-modal retrieval methods	4
Interactive video retrieval evaluation at a distance: comparing sixteen interactive video search systems in a remote setting at the 10th Video Browser Showdown	3
Enhancing the performance of 3D auto-correlation gradient features in depth action classification	3
Ornament image retrieval using few-shot learning	3
Dual-matrix guided reconstruction hashing for unsupervised cross-modal retrieval	3
Sentiment analysis using deep learning techniques: a comprehensive review	3
Multi-modal emotion recognition using tensor decomposition fusion and self-supervised multi-tasking	3
Gender classification from face images using central difference convolutional networks	3
3D skeleton-based human motion prediction using spatial–temporal graph convolutional network	3

Image forgery classification and localization through vision transformers	3
Similar interior coordination image retrieval with multi-view features	3
Special Issue on Open-Domain Image Retrieval in the Wild	3
Parameter-efficient tuning of cross-modal retrieval for a specific database via trainable textual and visual prompts	3
LG-MLFormer: local and global MLP for image captioning	3
Deep adversarial multi-label cross-modal hashing algorithm	2
MHA-WoML: Multi-head attention and Wasserstein-OT for few-shot learning	2
CLIP-based fusion-modal reconstructing hashing for large-scale unsupervised cross-modal retrieval	2
Remote Sensing Image Change Captioning: A Comprehensive Review	2
A novel method for video shot boundary detection using CNN-LSTM approach	2
A fast and robust affine-invariant method for shape registration under partial occlusion	2
Adversarial attacks and defenses for large language models (LLMs): methods, frameworks & challenges	2
FCT: fusing CNN and transformer for scene classification	2
PSNet: position-shift alignment network for image caption	2
A new CNN-based semantic object segmentation for autonomous vehicles in urban traffic scenes	2
Multi-aware coreference relation network for visual dialog	2
Enhancing deep learning image classification using data augmentation and genetic algorithm-based optimization	2
Opinion convergence-based sentiment prediction of image advertisement	2
Music emotion recognition based on segment-level two-stage learning	2
Deep multiple aggregation networks for action recognition	2
Special issue on cross-modal retrieval and analysis	2
Cross-modal alignment with synthetic caption for text-based person search	2
Text detection, recognition, and script identification in natural scene images: a Review	2