OOIR: Observatory of International Research

Papers

(The TQCC of International Journal of Multimedia Information Retrieval is 8. 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
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
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
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
Generative adversarial networks for 2D-based CNN pose-invariant face recognition	13
Ultra fast-inference depth completion with linear attention-based cascaded hourglass network	12
MFAFD: a few-shot learning method for cascading models with parameter free attention and finite discrete space	12
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
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
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
Optical music recognition for homophonic scores with neural networks and synthetic music generation	10
Zero-shot quantization for object detection via scene-aware synthesis and instance-guided alignment	9
A voting-based novel spatio-temporal fusion framework for video saliency using transfer learning mechanism	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