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 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
Semantic-enhanced discriminative embedding learning for cross-modal retrieval	13
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
A Comprehensive Review of Multimodal Visual Representation Learning: Tracing the Evolution from CNNs to Transformers and Beyond	12
DAF-Net: dense attention feature pyramid network for multiscale object detection	12
An emotion-driven, transformer-based network for multimodal fake news detection	11
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
Multi-view learning for camouflaged object detection with PVTv2	10
Ultra fast-inference depth completion with linear attention-based cascaded hourglass network	10
Organ segmentation from computed tomography images using the 3D convolutional neural network: a systematic review	9
Human action recognition using an optical flow-gated recurrent neural network	9
Weighted semantic feature based self-supervised deep cross-modal hashing	9
Image enhancement with bi-directional normalization and color attention-guided generative adversarial networks	8
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