Domain Medical Image Analysis, Image Segmentation, Dental Radiology, Magnetic Resonance Neurography

Task Semi automatic segmentation of the inferior alveolar nerve from MRN images

Work Develop and evaluate a deep learning model for direct segmentation of the inferior alveolar nerve, comparing its performance with six state of the art segmentation model

Reference A feasibility study of deep learning based segmentation of the inferior alveolar nerve on magnetic resonance neurography, Scientific Reports, 2026

Domain Facial Expression Recognition, Efficient Computer Vision

Task Real-time Facial Expression Recognition with accuracy–latency trade-off

Work Proposes a lightweight spatial modulator that preserves full spatial resolution

Reference Decomposed Spatial Modulator for Efficient Facial-Expression Recognition, IEEE Signal Processing Letters, 2026

Domain Multimodal Learning, Emotion Recognition

Task Literature Survey

Work Presents a comprehensive survey of multimodal emotion recognition methods, datasets, fusion strategies, and open research challenges

Reference A Survey on Multimodal Emotion Recognition: Methods, Datasets, and Future Directions, Computers, Materials & Continua, 2026

Domain Medical Image Analysis, Image Segmentation, Extraocular Muscle Segmentation

Task Automated extraocular muscle segmentation using CT images

Work Neural encoder-decoder network based on multi-scale blocks with alleviated low-level information loss

Reference Alleviating Low-Level information Loss in Multi-Scale Blocks for effective posterior extraocular muscles segmentation, IEEE Transactions on Radiation and Plasma Medical Sciences, 2025

Domain Multimodal Learning, Emotion Recognition, Passage Retrieval

Task Enhance robustness of audio-visual emotion recognition under noisy and uncontrolled environments

Work Proposes a fusion framework with convolutional and transformer encoders, combining feature and decision level integration with cross-modal attention for noise suppression, validated on the in-the-wild AFEW dataset

Reference Robust Audio-Visual Fusion for Emotion Recognition based on Cross-Modal Learning under Noisy Conditions, CMC-Computers, Materials & Continua, 2025

Domain Natural Language Analysis, Aspect-based Sentiment Analysis, Market Response Analysis

Task Update the information about new products in language models for trendy aspect-based sentiment analysis

Work Propose an efficient fine-tuning method for the language models using an extra representation vector

Reference Fast Fine-tuning Large Language Models for Aspect-based Sentiment Analysis, Electronics Letters, 2025

Domain Neural Network Design, Human Activity Recognition, Sensor Signal Analysis

Task Recognize human activity based on the wearable sensor signals

Work HT-AggNet: hierarchical temporal aggregation network with a depth-free network

Reference HT-AggNet: Hierarchical Temporal Aggregation Network with Near-Zero-Cost Layer Stacking for Human Activity Recognition, Engineering Applications of Artificial Intelligence, 2025

Domain Neural Network Design, Human Activity Recognition, Sensor Signal Analysis

Task Human activity recognition based on the wearable sensor signals

Work CALANet: Cheap all-layer aggregation network that allows the classifier to aggregate the features for all layers

Reference CALANet: Cheap All-Layer Aggregation for Human Activity Recognition, NeurIPS, 2025

Domain Medical Image Analysis, Image Segmentation, Proptosis Measurement

Task Automated proptosis measurement using CT images

Work Neural network-based measurement system including preprocessing, segmentation, and pixel counting

Reference Neural network-based automated proptosis measurement using computed tomography images for patients with thyroid-associated orbitopathy, Scientific Reports, 2024

Domain Medical Image Analysis, Image Segmentation, Pupil Light Reflex Segmentation

Task Segmentation of the pupil right reflex from natural eye images

Work Encoder-decoder network for reflex segmentation by addressing issues related to very small regions of interest

Reference Effective encoder-decoder network for pupil light reflex segmentation in facial photographs of ptosis patients, Scientific Reports, 2024

Domain Medical Image Analysis, Image Classification, Disease Diagnosis

Task Automated treatment decision of Graves' Orbitopathy patients

Work Neural network using high-resolution feature enhancement and low-resolution feature preservation

Reference Neural Network-based Pipeline with High-Resolution Feature Enhancement and Low-Resolution Feature Preservation for Automated Treatment Decision of Graves' Orbitopathy Patients, IEEE Access, 2024

Domain Medical Image Analysis, Image Segmentation, Volume Estimation

Task Volumetric segmentation of eyeball from CT images

Work Propose an estimation method for correcting raw image segments of eyeball

Reference Automated Eyeball Volume Measurement based on CT Images Using Neural Network-based Segmentation and Simple Estimation, Scientific Reports, 2024

Domain Medical Image Analysis, Image Classification, Disease Diagnosis

Task Automated diagnosis of Thyroid-Associated Orbitopathy activity

Work Neural network specialized in processing multiple segmented images for evaluating thyroid orbitopathy activity from multiple segmented CT images

Reference Multihead Neural Network for Multiple Segmented Images-based Diagnosis of Thyroid-associated Orbitopathy Activity, IEEE Access, 2024

Domain Medical Image Analysis, Image Segmentation, Eyelid Measurement

Task Automated eyelid measurement using CT images

Work Neural network-based automated eyelid measurement system

Reference Development of a neural network-based automated eyelid measurement system, Scientific Reports, 2024

Domain Medical Image Analysis, Image Segmentation, Image Classification, Disease Diagnosis

Task Ancillary diagnosis of the Gallbladder polyps

Work Neural network specialized in diagnosing gallbladder polyps from ultrasonographic imagesy

Reference Analysis of ultrasonographic images using a deep learning-based model as ancillary diagnostic tool for diagnosing gallbladder polyps, Digestive and Liver Disease, 2023

Domain Neural Network Design, Human Activity Recognition, Sensor Signal Analysis

Task Recognize human activity based on the wearable sensor signals

Work GTSNet: Grouped temporal shift network with a flexible network architecture for real-time applications

Reference GTSNet: Flexible Architecture under Budget Constraint for Real-Time Human Activity Recognition from Wearable Sensor, Engineering Applications of Artificial Intelligence, 2023

Domain Medical Image Analysis, Image Classification, Disease Diagnosis

Task Automated diagnosis of Thyroid-Associated Orbitopathy activity

Work Propose a neural network-based method to evaluate thyroid-associated orbitopathy patient activity using orbital CT images

Reference Neural Network Application for Assessing Thyroid-Associated Orbitopathy Activity using Orbital Computed Tomography, Scientific Reports, 2023

Domain Medical Image Analysis, Image Segmentation, Orbital tissues

Task Segmentation of eyeball, four rectus muscles, the optic nerve, and the lacrimal gland tissues from CT images

Work Encoder-decoder network specialized in segmenting orbital tissues

Reference Effective encoder-decoder neural network for segmentation of orbital tissue in computed tomography images of Graves’ orbitopathy patients, PLoS One, 2023

Domain Medical Image Analysis, Image Classification, Disease Diagnosis

Task Automated severity assessment of Graves' orbitopathy using CT images

Work Propose a neural network that accepts axial, coronal, and sagittal planes of CT images concurrently

Reference Neural Network-based Method for Diagnosing Graves' Orbitopathy using Orbital Computed Tomography, Scientific Reports, 2022

Domain Neural Network Design, Human Activity Recognition, Sensor Signal Analysis

Task Human activity recognition based on the wearable sensor signals

Work Propose a multi-temporal sampling module that allows considering multiple sampling intervals concurrently

Reference Multi-Temporal Sampling Module for Real-Time Human Activity Recognition, IEEE Access, 2022

Domain Handwritten Gesture Recognition, Dynamic Time Warping, Accelerometer, Gyroscope

Task Identify the meaning of gestures based on smartphone sensor signals

Work Propose an efficient similarity measure based on bounded dynamic time warping

Reference Efficient Dynamic Time Warping for 3D Handwriting Recognition using Gyroscope equipped Smartphones, Expert Systems with Applications, 2014