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Minjie Cai

7 accepted papers

2025

Egocentric Speaker Diarization with Vision-Guided Clustering and Adaptive Speech Re-detection

ICASSP 2025accepted

Speaker diarization aims to identify "who spoke when" in multi-person conversational scenarios. State-of-the-art audio-only diarization methods divide the task into multi-stages of speech segmentation, neural speaker embedding and unsupervised clustering. Egocentric speaker diarization (i.e., diariz…

Cited by 0SourceScholar
2025

SiMHand: Mining Similar Hands for Large-Scale 3D Hand Pose Pre-training

ICLR 2025poster

We present a framework for pre-training of 3D hand pose estimation from in-the-wild hand images sharing with similar hand characteristics, dubbed SiMHand. Pre-training with large-scale images achieves promising results in various tasks, but prior methods for 3D hand pose pre-training have not fully…

2020

Generalizing Hand Segmentation in Egocentric Videos With Uncertainty-Guided Model Adaptation

CVPR 2020poster

Although the performance of hand segmentation in egocentric videos has been significantly improved by using CNNs, it still remains a challenging issue to generalize the trained models to new domains, e.g., unseen environments. In this work, we solve the hand segmentation generalization problem witho…

Cited by 63PDFcodeScholar
2018

Predicting Gaze in Egocentric Video by Learning Task-dependent Attention Transition

ECCV 2018poster

We present a new computational model for gaze prediction in egocentric videos by exploring patterns in temporal shift of gaze fixations (attention transition) that are dependent on egocentric manipulation tasks. Our assumption is that the high-level context of how a task is completed in a certain wa…

2016

Understanding Hand-Object Manipulation with Grasp Types and Object Attributes

RSS 2016poster

Our goal is to automate the understanding of natural hand-object manipulation by developing computer vision- based techniques. Our hypothesis is that it is necessary to model the grasp types of hands and the attributes of manipulated objects in order to accurately recognize manipulation actions. Spe…

Cited by 124SourcePDFScholar