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Zhenhong Jia

5 accepted papers

2025

Difference Bonds Consistency and Complementarity to Enhance Multimodal Representation Learning

ICASSP 2025accepted

In the field of multimodal representation learning, existing research has primarily focused on exploring modal consistency and modal complementarity, while overlooking the positive role of modal difference. Moreover, modal difference establishes a bonding relationship between modal consistency and m…

Cited by 0SourceScholar
2024

Adaptive Gaussian Regularization Constrained Sparse Subspace Clustering for Image Segmentation

ICASSP 2024accepted

Sparse Subspace Clustering (SSC) is integral to image processing, drawing from spectral clustering foundations. However, prevalent methods, relying on an l <inf xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">1</inf> -norm constraint, fail to capture nuanced…

Cited by 0SourceScholar
2024

Beyond the Snowfall: Enhancing Snowy Day Object Detection Through Progressive Restoration and Multi-Feature Fusion

ICASSP 2024accepted

In the field of computer vision, object detection is a prominent and challenging task. Despite the favorable performance of deep learning-based object detection techniques on clear images, it fails in inclement weather conditions like snow because of image degradation. Recent efforts have explored u…

Cited by 0SourceScholar
2024

RVDNet: A Two-Stage Network for Real-World Video Desnowing with Domain Adaptation

ICASSP 2024accepted

Video snow removal is an important task in computer vision, as the snowflakes in videos reduce visibility and negatively affect the performance of outdoor visual systems. However, due to the complexity of real snowy scenarios, it is difficult to apply existing supervised learning-based methods to pr…

Cited by 0SourceScholar