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News & blog posts
Automating Synthetic Dataset Generation for Image-based 3D Detection: A Literature Review
October 19, 2025
A comprehensive review of synthetic dataset generation approaches for 3D object detection, covering both traditional 3D modeling and neural image...
Automated 3D Dataset Generation for Arbitrary Objects
October 10, 2025
An end-to-end pipeline that automates all aspects of 3D dataset generation by leveraging Radiance Fields for high-quality 3D modeling and...
MobGazeNet: Robust Gaze Estimation Mobile Network Based on Progressive Attention Mechanisms
May 09, 2025
An efficient and lightweight network for gaze estimation that leverages progressive attention mechanisms to emphasize crucial eye features while maintaining...
Multi-Head Attention-Based Framework with Residual Network for Human Action Recognition
May 06, 2025
We propose a novel HAR framework integrating residual networks, Bi-LSTM, and multi-head attention with a motion-based frame selection strategy. It...
IM HERE – Interaction Model for Human Effort-Based Robot Engagement
April 29, 2025
We present IM HERE, a formal effort-based framework for modeling engagement across human–robot, human–human, and robot–robot interaction. It captures relational...
Automating 3D Dataset Generation with Neural Radiance Fields
April 29, 2025
We present a fully automated pipeline that leverages Radiance Field–based universal 3D representations to rapidly generate high-quality models of arbitrary...
Toward Truly Intelligent Autonomous Systems A Taxonomy of LLM Integration for Everyday Automation
April 28, 2025
With the rapid development of large language models (LLMs), their integration into autonomous systems has become essential. This integration significantly...
Eye Contact Based Engagement Prediction for Efficient Human-Robot Interaction
April 28, 2025
We introduce a new approach to predict human engagement in human-robot interactions (HRI), focusing on eye contact and distance information....
Mobile Robot Navigation with Enhanced 2D Mapping and Multi-Sensor Fusion
April 10, 2025
We propose an enhanced SLAM framework that combines RGB-D and 2D LiDAR data using late fusion and adaptive resampling for...
Fine-grained gaze estimation based on the combination of regression and classification losses
September 03, 2024
We present our recent work on gaze estimation. Our approach is a novel two-branch CNN architecture with a multi-loss approach...