Search Results for author: Junbiao Pang

Found 7 papers, 1 papers with code

Modeling Multi-Granularity Context Information Flow for Pavement Crack Detection

no code implementations19 Apr 2024 Junbiao Pang, Baocheng Xiong, Jiaqi Wu

In this paper, we address these problems from a view that utilizes contexts of the cracks and propose an end-to-end deep learning method to model the context information flow.

Multiple Instance Learning

Pixel-Wise Symbol Spotting via Progressive Points Location for Parsing CAD Images

no code implementations17 Apr 2024 Junbiao Pang, Zailin Dong, Jiaxin Deng, Mengyuan Zhu, Yunwei Zhang

Based on the keypoints detection, we propose a symbol grouping method to redraw the rectangle symbols in CAD images.

Management

Effective Gradient Sample Size via Variation Estimation for Accelerating Sharpness aware Minimization

no code implementations24 Feb 2024 Jiaxin Deng, Junbiao Pang, Baochang Zhang, Tian Wang

Concretely, we discover that the gradient of SAM is a combination of the gradient of SGD and the Projection of the Second-order gradient matrix onto the First-order gradient (PSF).

Push Quantization-Aware Training Toward Full Precision Performances via Consistency Regularization

no code implementations21 Feb 2024 Junbiao Pang, Tianyang Cai, Baochang Zhang, Jiaqi Wu, Ye Tao

Existing Quantization-Aware Training (QAT) methods intensively depend on the complete labeled dataset or knowledge distillation to guarantee the performances toward Full Precision (FP) accuracies.

Knowledge Distillation Quantization

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