OOIR: Observatory of International Research

Papers

(The TQCC of International Journal of Multimedia Information Retrieval is 9. 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 2022-06-01 to 2026-06-01.)

Article	Citations
Video anomaly detection with memory-guided multilevel embedding	95
Multiple object tracking under occlusions based on the stage-wise association strategy with weak cues	76
VERITE: a Robust benchmark for multimodal misinformation detection accounting for unimodal bias	69
Recent trends in recommender systems: a survey	64
Generative adversarial networks and its applications in the biomedical image segmentation: a comprehensive survey	60
Strengthening attention: knowledge distillation via cross-layer feature fusion for image classification	38
Optimized data-cube search for enhanced video summarization via shot boundary detection	32
Enhancing Facial Beauty Prediction via a Dual-Pathway Hybrid Architecture Integrating Vmamba and ViT	32
Enhanced YOLOv10 for small object detection with context-aware and adaptive modules	30
CSAM: Capsule spatial attention mask network for visual question answering	30
VPC-VoxelNet: multi-modal fusion 3D object detection networks based on virtual point clouds	28
DELIGHT-Net: DEep and LIGHTweight network to segment Indian text at word level from wild scenic images	26
Multi-objective reinforcement learning for recommender systems: a comprehensive survey of methods, challenges, and future directions	24
Feature-NeuS: Neural Implicit Surface Reconstruction Using Feature Multi-View Consistency Constraint	20
MMDL: a multi-modal deep learning for video highlight detection in sports	19
Hierarchical multi-modal fusion with vision transformers for robust action recognition in infrared-visible videos	19
Prototype local–global alignment network for image–text retrieval	19
Similarity-based face image retrieval using sparsely embedded deep features and binary code learning	18
Visual and semantic ensemble for scene text recognition with gated dual mutual attention	17
Multimodal music datasets? Challenges and future goals in music processing	17
Human behavior recognition based on DualBiNet model	17
FiCo-ITR: bridging fine-grained and coarse-grained image-text retrieval for comparative performance analysis	15
Generative adversarial networks for 2D-based CNN pose-invariant face recognition	14
CAMIR: fine-tuning CLIP and multi-head cross-attention mechanism for multimodal image retrieval with sketch and text features	14
Multi-scale object detection with feature enhancement for traffic scenes	14

Cross-domain image retrieval: methods and applications	14
State of art and emerging trends on group recommender system: a comprehensive review	13
An emotion-driven, transformer-based network for multimodal fake news detection	13
A Comprehensive Review of Multimodal Visual Representation Learning: Tracing the Evolution from CNNs to Transformers and Beyond	13
DAF-Net: dense attention feature pyramid network for multiscale object detection	13
Human action recognition using an optical flow-gated recurrent neural network	12
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
Organ segmentation from computed tomography images using the 3D convolutional neural network: a systematic review	11
Concept-based and embedding-based models in lifelog retrieval: an empirical comparison of performance	11
Multi-view learning for camouflaged object detection with PVTv2	11
Weighted semantic feature based self-supervised deep cross-modal hashing	11
Image enhancement with bi-directional normalization and color attention-guided generative adversarial networks	10
Optical music recognition for homophonic scores with neural networks and synthetic music generation	10
FOF: a fine-grained object detection and feature extraction end-to-end network	10
Study of Alzheimer’s disease brain impairment and methods for its early diagnosis: a comprehensive survey	10
A voting-based novel spatio-temporal fusion framework for video saliency using transfer learning mechanism	9
A Reproducibility Study of Multimodal Embeddings for Recommender Systems	9
Maximizing mutual information inside intra- and inter-modality for audio-visual event retrieval	9