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 2022-08-01 to 2026-08-01.)

Article	Citations
Video anomaly detection with memory-guided multilevel embedding	103
Multiple object tracking under occlusions based on the stage-wise association strategy with weak cues	87
Recent trends in recommender systems: a survey	70
VERITE: a Robust benchmark for multimodal misinformation detection accounting for unimodal bias	40
Strengthening attention: knowledge distillation via cross-layer feature fusion for image classification	36
Enhancing Facial Beauty Prediction via a Dual-Pathway Hybrid Architecture Integrating Vmamba and ViT	33
Enhanced YOLOv10 for small object detection with context-aware and adaptive modules	32
Optimized data-cube search for enhanced video summarization via shot boundary detection	32
VPC-VoxelNet: multi-modal fusion 3D object detection networks based on virtual point clouds	30
DELIGHT-Net: DEep and LIGHTweight network to segment Indian text at word level from wild scenic images	24
CSAM: Capsule spatial attention mask network for visual question answering	22
Prototype local–global alignment network for image–text retrieval	22
Multi-objective reinforcement learning for recommender systems: a comprehensive survey of methods, challenges, and future directions	21
Feature-NeuS: Neural Implicit Surface Reconstruction Using Feature Multi-View Consistency Constraint	21
Hierarchical multi-modal fusion with vision transformers for robust action recognition in infrared-visible videos	20
MMDL: a multi-modal deep learning for video highlight detection in sports	19
Similarity-based face image retrieval using sparsely embedded deep features and binary code learning	18
FiCo-ITR: bridging fine-grained and coarse-grained image-text retrieval for comparative performance analysis	16
Human behavior recognition based on DualBiNet model	16
Visual and semantic ensemble for scene text recognition with gated dual mutual attention	14
A Comprehensive Review of Multimodal Visual Representation Learning: Tracing the Evolution from CNNs to Transformers and Beyond	14
CAMIR: fine-tuning CLIP and multi-head cross-attention mechanism for multimodal image retrieval with sketch and text features	14
Multimodal music datasets? Challenges and future goals in music processing	14
DAF-Net: dense attention feature pyramid network for multiscale object detection	14
Generative adversarial networks for 2D-based CNN pose-invariant face recognition	13

An emotion-driven, transformer-based network for multimodal fake news detection	13
State of art and emerging trends on group recommender system: a comprehensive review	13
Multi-scale object detection with feature enhancement for traffic scenes	13
MFAFD: a few-shot learning method for cascading models with parameter free attention and finite discrete space	12
Ultra fast-inference depth completion with linear attention-based cascaded hourglass network	12
Weighted semantic feature based self-supervised deep cross-modal hashing	11
FOF: a fine-grained object detection and feature extraction end-to-end network	11
Concept-based and embedding-based models in lifelog retrieval: an empirical comparison of performance	11
Image enhancement with bi-directional normalization and color attention-guided generative adversarial networks	11
Multi-view learning for camouflaged object detection with PVTv2	11
Human action recognition using an optical flow-gated recurrent neural network	11
Optical music recognition for homophonic scores with neural networks and synthetic music generation	10
Study of Alzheimer’s disease brain impairment and methods for its early diagnosis: a comprehensive survey	10
A Reproducibility Study of Multimodal Embeddings for Recommender Systems	10
A voting-based novel spatio-temporal fusion framework for video saliency using transfer learning mechanism	9
Zero-shot quantization for object detection via scene-aware synthesis and instance-guided alignment	9
Improving skeleton-based action recognition with interactive object information	8
Style-aware adversarial pairwise ranking for image recommendation systems	8
Stratified Graph Indexing for efficient search in deep descriptor databases	8
Maximizing mutual information inside intra- and inter-modality for audio-visual event retrieval	8
MCDINO: Self-supervised learning of masks based on combination of multi-path channel attention and local feature weighting	8
Enhancing multimodal recommendation via contrastive self-supervised modality-preserving learning	7
TCKGE: Transformers with contrastive learning for knowledge graph embedding	7
Optimising few-shot class-incremental learning for fine-grained visual recognition	7
Few-shot and meta-learning methods for image understanding: a survey	7
An interactive attribute-preserving fashion recommendation with 3D image-based virtual try-on	7
ETG: the graph convolutional network was enhanced with an EA-transformer for aspect sentiment triplet extraction	7
FDAM: full-dimension attention module for deep convolutional neural networks	7
Who is gambling? Finding cryptocurrency gamblers using multi-modal retrieval methods	6
Joint multi-scale information and long-range dependence for video captioning	6
Dual-feature collaborative relation-attention networks for visual question answering	6
A hierarchical multi-modal injection architecture for synergistic music understanding and generation	5
Partial multimodal hashing with multi-level semantics and adversarial learning	5
DMFNet: geometric multi-scale pixel-level contrastive learning for video salient object detection	5
Enhancing action recognition via dynamic cross-frame differential modeling	5
Deep multimodal learning for time series analysis in social computing: a survey	5
$$HF^{2}\text {-}Net$$: hybrid fine-tuning heterogeneous fusion network for visible-infrared person Re-identification	5
CoCoOpter: Pre-train, prompt, and fine-tune the vision-language model for few-shot image classification	4
Sentiment analysis using deep learning techniques: a comprehensive review	4
LG-MLFormer: local and global MLP for image captioning	4
Multi-modal emotion recognition using tensor decomposition fusion and self-supervised multi-tasking	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	4
Similar interior coordination image retrieval with multi-view features	4
Ornament image retrieval using few-shot learning	4
Special Issue on Open-Domain Image Retrieval in the Wild	4
Gender classification from face images using central difference convolutional networks	4
ANROT-HELANet: adverserially and naturally robust attention-based aggregation network via the hellinger distance for few-shot classification	4
Global and local label-constrained alignment for image-text matching	3
A survey of multimodal recommender systems: methods, challenges, and future directions	3

Special issue on cross-modal retrieval and analysis	3
CLIP-based fusion-modal reconstructing hashing for large-scale unsupervised cross-modal retrieval	3
Multi-aware coreference relation network for visual dialog	3
Parameter-efficient tuning of cross-modal retrieval for a specific database via trainable textual and visual prompts	3
Dual-matrix guided reconstruction hashing for unsupervised cross-modal retrieval	3
Deep multiple aggregation networks for action recognition	3
Enhancing deep learning image classification using data augmentation and genetic algorithm-based optimization	3
Cross-modal alignment with synthetic caption for text-based person search	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
H-ARN: A holo-attentive relational network for holistic facial beauty prediction via distribution learning	3
Remote Sensing Image Change Captioning: A Comprehensive Review	3
A new CNN-based semantic object segmentation for autonomous vehicles in urban traffic scenes	3