OOIR: Observatory of International Research

Papers

(The median citation count of International Journal of Multimedia Information Retrieval is 2. 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 2021-09-01 to 2025-09-01.)

Article	Citations
Editorial: web of science and scopus impact in IJMIR	408
Towards a high robust neural network via feature matching	112
Video anomaly detection with memory-guided multilevel embedding	56
VERITE: a Robust benchmark for multimodal misinformation detection accounting for unimodal bias	51
Recent trends in recommender systems: a survey	46
Generative adversarial networks and its applications in the biomedical image segmentation: a comprehensive survey	38
Strengthening attention: knowledge distillation via cross-layer feature fusion for image classification	37
DELIGHT-Net: DEep and LIGHTweight network to segment Indian text at word level from wild scenic images	26
VPC-VoxelNet: multi-modal fusion 3D object detection networks based on virtual point clouds	25
Enhanced YOLOv10 for small object detection with context-aware and adaptive modules	24
A local representation-enhanced recurrent convolutional network for image captioning	22
Prototype local–global alignment network for image–text retrieval	21
Feature-NeuS: Neural Implicit Surface Reconstruction Using Feature Multi-View Consistency Constraint	18
MMDL: a multi-modal deep learning for video highlight detection in sports	17
Similarity-based face image retrieval using sparsely embedded deep features and binary code learning	16
Visual and semantic ensemble for scene text recognition with gated dual mutual attention	15
CAMIR: fine-tuning CLIP and multi-head cross-attention mechanism for multimodal image retrieval with sketch and text features	15
How can users’ comments posted on social media videos be a source of effective tags?	15
DC-GNN: drop channel graph neural network for object classification and part segmentation in the point cloud	15
Human behavior recognition based on DualBiNet model	14
FiCo-ITR: bridging fine-grained and coarse-grained image-text retrieval for comparative performance analysis	13
Few2Decide: towards a robust model via using few neuron connections to decide	12
Semantic-enhanced discriminative embedding learning for cross-modal retrieval	12
Multimodal music datasets? Challenges and future goals in music processing	12
MFAFD: a few-shot learning method for cascading models with parameter free attention and finite discrete space	11

State of art and emerging trends on group recommender system: a comprehensive review	11
An emotion-driven, transformer-based network for multimodal fake news detection	11
Generative adversarial networks for 2D-based CNN pose-invariant face recognition	11
Human action recognition using an optical flow-gated recurrent neural network	11
Cross-domain image retrieval: methods and applications	11
DAF-Net: dense attention feature pyramid network for multiscale object detection	11
Multi-view learning for camouflaged object detection with PVTv2	10
Weighted semantic feature based self-supervised deep cross-modal hashing	10
InceptionDepth-wiseYOLOv2: improved implementation of YOLO framework for pedestrian detection	9
Image enhancement with bi-directional normalization and color attention-guided generative adversarial networks	9
Concept-based and embedding-based models in lifelog retrieval: an empirical comparison of performance	9
Organ segmentation from computed tomography images using the 3D convolutional neural network: a systematic review	9
FOF: a fine-grained object detection and feature extraction end-to-end network	8
Optical music recognition for homophonic scores with neural networks and synthetic music generation	8
Multi-sensor human activity recognition using CNN and GRU	8
Study of Alzheimer’s disease brain impairment and methods for its early diagnosis: a comprehensive survey	8
A voting-based novel spatio-temporal fusion framework for video saliency using transfer learning mechanism	7
RGBD deep multi-scale network for background subtraction	7
Few-shot and meta-learning methods for image understanding: a survey	6
An interactive attribute-preserving fashion recommendation with 3D image-based virtual try-on	6
Stratified Graph Indexing for efficient search in deep descriptor databases	6
ETG: the graph convolutional network was enhanced with an EA-transformer for aspect sentiment triplet extraction	6
TCKGE: Transformers with contrastive learning for knowledge graph embedding	6
MCDINO: Self-supervised learning of masks based on combination of multi-path channel attention and local feature weighting	6
Style-aware adversarial pairwise ranking for image recommendation systems	6
Correction to: Different techniques for Alzheimer’s disease classification using brain images: a study	6
Multi-class imbalanced image classification using conditioned GANs	6
Maximizing mutual information inside intra- and inter-modality for audio-visual event retrieval	6
Improving skeleton-based action recognition with interactive object information	6
A literature review and perspectives in deepfakes: generation, detection, and applications	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
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
FDAM: full-dimension attention module for deep convolutional neural networks	5
DMFNet: geometric multi-scale pixel-level contrastive learning for video salient object detection	4
Who is gambling? Finding cryptocurrency gamblers using multi-modal retrieval methods	4
Joint multi-scale information and long-range dependence for video captioning	4
CoCoOpter: Pre-train, prompt, and fine-tune the vision-language model for few-shot image classification	4
Similar interior coordination image retrieval with multi-view features	3
Multi-modal emotion recognition using tensor decomposition fusion and self-supervised multi-tasking	3
3D skeleton-based human motion prediction using spatial–temporal graph convolutional network	3
Image forgery classification and localization through vision transformers	3
Interactive video retrieval evaluation at a distance: comparing sixteen interactive video search systems in a remote setting at the 10th Video Browser Showdown	3
Emotion-aware music tower blocks (EmoMTB ): an intelligent audiovisual interface for music discovery and recommendation	3
Gender classification from face images using central difference convolutional networks	3
LG-MLFormer: local and global MLP for image captioning	3
Special Issue on Open-Domain Image Retrieval in the Wild	3
Enhancing the performance of 3D auto-correlation gradient features in depth action classification	3
Ornament image retrieval using few-shot learning	3
Dual-matrix guided reconstruction hashing for unsupervised cross-modal retrieval	3

Anomaly detection using edge computing in video surveillance system: review	3
Sentiment analysis using deep learning techniques: a comprehensive review	3
Deep multiple aggregation networks for action recognition	2
Cross-modal alignment with synthetic caption for text-based person search	2
Deep adversarial multi-label cross-modal hashing algorithm	2
Parameter-efficient tuning of cross-modal retrieval for a specific database via trainable textual and visual prompts	2
Adversarial attacks and defenses for large language models (LLMs): methods, frameworks & challenges	2
Enhancing deep learning image classification using data augmentation and genetic algorithm-based optimization	2
Multi-aware coreference relation network for visual dialog	2
MHA-WoML: Multi-head attention and Wasserstein-OT for few-shot learning	2
Opinion convergence-based sentiment prediction of image advertisement	2
A novel method for video shot boundary detection using CNN-LSTM approach	2
Text detection, recognition, and script identification in natural scene images: a Review	2
A fast and robust affine-invariant method for shape registration under partial occlusion	2
A new CNN-based semantic object segmentation for autonomous vehicles in urban traffic scenes	2
FCT: fusing CNN and transformer for scene classification	2
CLIP-based fusion-modal reconstructing hashing for large-scale unsupervised cross-modal retrieval	2
Music emotion recognition based on segment-level two-stage learning	2
Special issue on cross-modal retrieval and analysis	2
Remote Sensing Image Change Captioning: A Comprehensive Review	2