OOIR: Observatory of International Research

Papers

(The median citation count of International Journal of Multimedia Information Retrieval is 3. 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 2022-01-01 to 2026-01-01.)

Article	Citations
Video anomaly detection with memory-guided multilevel embedding	123
Generative adversarial networks and its applications in the biomedical image segmentation: a comprehensive survey	73
Multiple object tracking under occlusions based on the stage-wise association strategy with weak cues	59
Recent trends in recommender systems: a survey	55
VERITE: a Robust benchmark for multimodal misinformation detection accounting for unimodal bias	49
Strengthening attention: knowledge distillation via cross-layer feature fusion for image classification	47
Enhancing Facial Beauty Prediction via a Dual-Pathway Hybrid Architecture Integrating Vmamba and ViT	39
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	30
Enhanced YOLOv10 for small object detection with context-aware and adaptive modules	26
A local representation-enhanced recurrent convolutional network for image captioning	25
Prototype local–global alignment network for image–text retrieval	23
MMDL: a multi-modal deep learning for video highlight detection in sports	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	20
Multi-objective reinforcement learning for recommender systems: a comprehensive survey of methods, challenges, and future directions	20
DC-GNN: drop channel graph neural network for object classification and part segmentation in the point cloud	19
Similarity-based face image retrieval using sparsely embedded deep features and binary code learning	19
CAMIR: fine-tuning CLIP and multi-head cross-attention mechanism for multimodal image retrieval with sketch and text features	17
Visual and semantic ensemble for scene text recognition with gated dual mutual attention	16
Human behavior recognition based on DualBiNet model	16
How can users’ comments posted on social media videos be a source of effective tags?	15
Multimodal music datasets? Challenges and future goals in music processing	15
FiCo-ITR: bridging fine-grained and coarse-grained image-text retrieval for comparative performance analysis	15
Semantic-enhanced discriminative embedding learning for cross-modal retrieval	14

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
State of art and emerging trends on group recommender system: a comprehensive review	12
An emotion-driven, transformer-based network for multimodal fake news detection	12
Cross-domain image retrieval: methods and applications	12
Multi-view learning for camouflaged object detection with PVTv2	11
DAF-Net: dense attention feature pyramid network for multiscale object detection	11
MFAFD: a few-shot learning method for cascading models with parameter free attention and finite discrete space	11
Weighted semantic feature based self-supervised deep cross-modal hashing	11
A Comprehensive Review of Multimodal Visual Representation Learning: Tracing the Evolution from CNNs to Transformers and Beyond	11
InceptionDepth-wiseYOLOv2: improved implementation of YOLO framework for pedestrian detection	10
Ultra fast-inference depth completion with linear attention-based cascaded hourglass network	10
Human action recognition using an optical flow-gated recurrent neural network	10
Organ segmentation from computed tomography images using the 3D convolutional neural network: a systematic review	10
Image enhancement with bi-directional normalization and color attention-guided generative adversarial networks	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
Optical music recognition for homophonic scores with neural networks and synthetic music generation	8
MCDINO: Self-supervised learning of masks based on combination of multi-path channel attention and local feature weighting	8
Maximizing mutual information inside intra- and inter-modality for audio-visual event retrieval	8
Study of Alzheimer’s disease brain impairment and methods for its early diagnosis: a comprehensive survey	8
Style-aware adversarial pairwise ranking for image recommendation systems	8
FOF: a fine-grained object detection and feature extraction end-to-end network	8
A voting-based novel spatio-temporal fusion framework for video saliency using transfer learning mechanism	8
Improving skeleton-based action recognition with interactive object information	8
ETG: the graph convolutional network was enhanced with an EA-transformer for aspect sentiment triplet extraction	7
An interactive attribute-preserving fashion recommendation with 3D image-based virtual try-on	7
A literature review and perspectives in deepfakes: generation, detection, and applications	7
RGBD deep multi-scale network for background subtraction	7
TCKGE: Transformers with contrastive learning for knowledge graph embedding	7
Stratified Graph Indexing for efficient search in deep descriptor databases	7
FDAM: full-dimension attention module for deep convolutional neural networks	6
Few-shot and meta-learning methods for image understanding: a survey	6
Joint multi-scale information and long-range dependence for video captioning	6
DMFNet: geometric multi-scale pixel-level contrastive learning for video salient object detection	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
Deep multimodal learning for time series analysis in social computing: a survey	5
Dual-feature collaborative relation-attention networks for visual question answering	5
Who is gambling? Finding cryptocurrency gamblers using multi-modal retrieval methods	5
Special Issue on Open-Domain Image Retrieval in the Wild	4
CoCoOpter: Pre-train, prompt, and fine-tune the vision-language model for few-shot image classification	4
Interactive video retrieval evaluation at a distance: comparing sixteen interactive video search systems in a remote setting at the 10th Video Browser Showdown	4
$$HF^{2}\text {-}Net$$: hybrid fine-tuning heterogeneous fusion network for visible-infrared person Re-identification	4
Anomaly detection using edge computing in video surveillance system: review	4
Enhancing the performance of 3D auto-correlation gradient features in depth action classification	4
Image forgery classification and localization through vision transformers	4
Emotion-aware music tower blocks (EmoMTB ): an intelligent audiovisual interface for music discovery and recommendation	4
Sentiment analysis using deep learning techniques: a comprehensive review	4
LG-MLFormer: local and global MLP for image captioning	3
Gender classification from face images using central difference convolutional networks	3

A novel method for video shot boundary detection using CNN-LSTM approach	3
3D skeleton-based human motion prediction using spatial–temporal graph convolutional network	3
Ornament image retrieval using few-shot learning	3
Parameter-efficient tuning of cross-modal retrieval for a specific database via trainable textual and visual prompts	3
Enhancing deep learning image classification using data augmentation and genetic algorithm-based optimization	3
Multi-modal emotion recognition using tensor decomposition fusion and self-supervised multi-tasking	3
Similar interior coordination image retrieval with multi-view features	3
Special issue on cross-modal retrieval and analysis	3
Dual-matrix guided reconstruction hashing for unsupervised cross-modal retrieval	3