OOIR: Observatory of International Research

Papers

(The median citation count of International Journal of Multimedia Information Retrieval is 1. 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 2020-03-01 to 2024-03-01.)

Article	Citations
A survey on instance segmentation: state of the art	196
A review on deep learning in medical image analysis	152
Anomaly detection using edge computing in video surveillance system: review	41
Interactive video retrieval evaluation at a distance: comparing sixteen interactive video search systems in a remote setting at the 10th Video Browser Showdown	36
Recent trends in image watermarking techniques for copyright protection: a survey	36
Design ensemble deep learning model for pneumonia disease classification	35
Music similarity measurement and recommendation system using convolutional neural networks	30
Generative adversarial networks: a survey on applications and challenges	29
Generative adversarial networks and its applications in the biomedical image segmentation: a comprehensive survey	19
Recent advances in local feature detector and descriptor: a literature survey	19
A study of classification and feature extraction techniques for brain tumor detection	17
Optimized MobileNet + SSD: a real-time pedestrian detection on a low-end edge device	17
Multi-sensor human activity recognition using CNN and GRU	13
Text detection, recognition, and script identification in natural scene images: a Review	13
Contrastive self-supervised learning: review, progress, challenges and future research directions	10
An automatic approach of audio feature engineering for the extraction, analysis and selection of descriptors	9
Multimodal news analytics using measures of cross-modal entity and context consistency	8
Cluster-based quotas for fairness improvements in music recommendation systems	8
AMS-CNN: Attentive multi-stream CNN for video-based crowd counting	8
Content-based image retrieval using Group Normalized-Inception-Darknet-53	7
Multimodal Quasi-AutoRegression: forecasting the visual popularity of new fashion products	7
Music emotion recognition based on segment-level two-stage learning	6
A novel method for video shot boundary detection using CNN-LSTM approach	6
Organ segmentation from computed tomography images using the 3D convolutional neural network: a systematic review	6
Caption TLSTMs: combining transformer with LSTMs for image captioning	6

Siamese coding network and pair similarity prediction for near-duplicate image detection	6
Image annotation: the effects of content, lexicon and annotation method	6
Reinforcement learning applied to machine vision: state of the art	6
Different techniques for Alzheimer’s disease classification using brain images: a study	5
PDS-Net: A novel point and depth-wise separable convolution for real-time object detection	5
A literature review and perspectives in deepfakes: generation, detection, and applications	5
InceptionDepth-wiseYOLOv2: improved implementation of YOLO framework for pedestrian detection	5
Multi-class imbalanced image classification using conditioned GANs	4
An improved customized CNN model for adaptive recognition of cerebral palsy people’s handwritten digits in assessment	4
Alleviating the cold-start playlist continuation in music recommendation using latent semantic indexing	3
Your heart rate betrays you: multimodal learning with spatio-temporal fusion networks for micro-expression recognition	3
FCT: fusing CNN and transformer for scene classification	3
Human pose estimation using deep learning: review, methodologies, progress and future research directions	3
Cross-domain image retrieval: methods and applications	3
Semantic-aware visual scene representation	2
FDAM: full-dimension attention module for deep convolutional neural networks	2
Generative adversarial networks for 2D-based CNN pose-invariant face recognition	2
Enhancing the performance of 3D auto-correlation gradient features in depth action classification	2
Deep learning for video-text retrieval: a review	2
A comprehensive survey of multimodal fake news detection techniques: advances, challenges, and opportunities	2
A fast and robust affine-invariant method for shape registration under partial occlusion	2
Gender classification from face images using central difference convolutional networks	2
End-to-end residual learning-based deep neural network model deployment for human activity recognition	2
Optical music recognition for homophonic scores with neural networks and synthetic music generation	2
A unified approach of detecting misleading images via tracing its instances on web and analyzing its past context for the verification of multimedia content	2
Counterfactual attribute-based visual explanations for classification	2
Special issue on deep learning in image and video retrieval	2
A lightweight small object detection algorithm based on improved YOLOv5 for driving scenarios	1
CLIP-based fusion-modal reconstructing hashing for large-scale unsupervised cross-modal retrieval	1
Tri-RAT: optimizing the attention scores for image captioning	1
A comprehensive survey on chest diseases analysis: technique, challenges and future research directions	1
Maximizing mutual information inside intra- and inter-modality for audio-visual event retrieval	1
MHA-WoML: Multi-head attention and Wasserstein-OT for few-shot learning	1
Study of Alzheimer’s disease brain impairment and methods for its early diagnosis: a comprehensive survey	1
Prototype local–global alignment network for image–text retrieval	1
Medical image watermarking: a survey on applications, approach and performance requirement compliance	1
Multimodal image and audio music transcription	1
Special issue on cross-modal retrieval and analysis	1
Few2Decide: towards a robust model via using few neuron connections to decide	1
Neural style transfer generative adversarial network (NST-GAN) for facial expression recognition	1
Early-stopped learning for action prediction in videos	1
Content-based image retrieval using handcraft feature fusion in semantic pyramid	1
A local representation-enhanced recurrent convolutional network for image captioning	1
MemeTector: enforcing deep focus for meme detection	1
Who is gambling? Finding cryptocurrency gamblers using multi-modal retrieval methods	1
TCKGE: Transformers with contrastive learning for knowledge graph embedding	1
LG-MLFormer: local and global MLP for image captioning	1
RGBD deep multi-scale network for background subtraction	1
Sentiment analysis using deep learning techniques: a comprehensive review	1
Modal interaction-enhanced prompt learning by transformer decoder for vision-language models	1