no code implementations • 3 Sep 2024 • Chuanyang Ma, Jiangtao Li, Xingqun Qi, Muyi Sun, Huiling Zhou
In this paper, we introduce a systematic framework: Pest Manager for precise pest counting and identification within the invisible grain pile environment.
no code implementations • CVPR 2024 • Kun Yuan, Hongbo Liu, Mading Li, Muyi Sun, Ming Sun, Jiachao Gong, Jinhua Hao, Chao Zhou, Yansong Tang
In this paper, we propose a VQA method named PTM-VQA, which leverages PreTrained Models to transfer knowledge from models pretrained on various pre-tasks, enabling benefits for VQA from different aspects.
no code implementations • CVPR 2024 • Haokun Lin, Haoli Bai, Zhili Liu, Lu Hou, Muyi Sun, Linqi Song, Ying WEI, Zhenan Sun
We find that directly using smaller pre-trained models and applying magnitude-based pruning on CLIP models leads to inflexibility and inferior performance.
1 code implementation • CVPR 2023 • Xingqun Qi, Chen Liu, Muyi Sun, Lincheng Li, Changjie Fan, Xin Yu
Considering the asymmetric gestures and motions of two hands, we introduce a Spatial-Residual Memory (SRM) module to model spatial interaction between the body and each hand by residual learning.
no code implementations • 11 Nov 2022 • Kaiduo Zhang, Muyi Sun, Jianxin Sun, Binghao Zhao, Kunbo Zhang, Zhenan Sun, Tieniu Tan
In this paper, we propose HumanDiffusion, a coarse-to-fine alignment diffusion framework, for text-driven person image generation.
no code implementations • 2 Nov 2022 • Hao Dang, Yuekai Zhang, Xingqun Qi, Wanting Zhou, Muyi Sun
To tackle this problem, we propose \textbf{LightVessel}, a Similarity Knowledge Distillation Framework, for lightweight coronary artery vessel segmentation.
1 code implementation • 26 Jul 2022 • Xingqun Qi, Zhuojie Wu, Min Ren, Muyi Sun, Caifeng Shan, Zhenan Sun
Considering the domain-invariant representative vectors in MSAN, we propose two generalizable knowledge distillation schemes for cross-domain distillation, Dual Contrastive Graph Distillation (DCGD) and Domain-Invariant Cross Distillation (DICD).
no code implementations • 6 Apr 2022 • Zhuojie Wu, Xingqun Qi, Zijian Wang, Wanting Zhou, Kun Yuan, Muyi Sun, Zhenan Sun
Furthermore, to better improve the inter-coordination between the corrupted and non-corrupted regions and enhance the intra-coordination in corrupted regions, we design InCo2 Loss, a pair of similarity based losses to constrain the feature consistency.
no code implementations • CVPR 2022 • Jianxin Sun, Qiyao Deng, Qi Li, Muyi Sun, Min Ren, Zhenan Sun
AnyFace can achieve high-quality, high-resolution, and high-diversity face synthesis and manipulation results without any constraints on the number and content of input captions.
1 code implementation • 16 Mar 2022 • Wenxuan Zou, Muyi Sun
To tackle these problems, we propose Graph Flow, a comprehensive knowledge distillation framework, for both network-efficiency and annotation-efficiency medical image segmentation.
no code implementations • 8 Feb 2022 • Fan Ji, Muyi Sun, Xingqun Qi, Qi Li, Zhenan Sun
Furthermore, we design a novel Memory Refinement Loss (MR Loss) for feature alignment in the memory module, which enhances the accuracy of memory slots in an unsupervised manner.
no code implementations • 5 Jan 2022 • Xingqun Qi, Muyi Sun, Zijian Wang, Jiaming Liu, Qi Li, Fang Zhao, Shanghang Zhang, Caifeng Shan
To preserve the generated faces being more structure-coordinated, the IRSG models inter-class structural relations among every facial component by graph representation learning.
Generative Adversarial Network
Graph Representation Learning
+1
no code implementations • CVPR 2022 • Zijian Wang, Xingqun Qi, Kun Yuan, Muyi Sun
However, such methods fail to exploit the spatial correlation between the disentangled features.
no code implementations • 20 Oct 2021 • Jianze Wei, Huaibo Huang, Muyi Sun, Yunlong Wang, Min Ren, Ran He, Zhenan Sun
To make further efforts on accurate and reliable iris segmentation, we propose a bilateral self-attention module and design Bilateral Transformer (BiTrans) with hierarchical architecture by exploring spatial and visual relationships.
no code implementations • 15 Sep 2021 • Muyi Sun, Jian Wang, Yunfan Liu, Qi Li, Zhenan Sun
Biphasic facial age translation aims at predicting the appearance of the input face at any age.
no code implementations • 27 Aug 2021 • Wenxuan Zou, Muyi Sun
To tackle this problem, we propose CoCo DistillNet, a novel Cross-layer Correlation (CoCo) knowledge distillation network for pathological gastric cancer segmentation.
no code implementations • 26 Aug 2021 • Zhuojie Wu, Zijian Wang, Wenxuan Zou, Fan Ji, Hao Dang, Wanting Zhou, Muyi Sun
In the three-dimensional feature learning path, we design a novel Adaptive Pooling Module (APM) and propose a new Quadruple Attention Module (QAM).
no code implementations • 29 Jun 2021 • Xingqun Qi, Muyi Sun, Weining Wang, Xiaoxiao Dong, Qi Li, Caifeng Shan
To tackle these challenges, we propose a novel Semantic-Driven Generative Adversarial Network (SDGAN) which embeds global structure-level style injection and local class-level knowledge re-weighting.
no code implementations • 25 Mar 2021 • Muyi Sun, Guanhong Zhang
For addressing these challenges, a deep learning based method has been proposed and several customized modules have been integrated into the well-known encoder-decoder architecture U-net, which is mainly employed in medical image segmentation.
no code implementations • 14 Dec 2020 • Muyi Sun, Zeyi Yao, Guanhong Zhang
Automatic cell segmentation is an essential step in the pipeline of computer-aided diagnosis (CAD), such as the detection and grading of breast cancer.
no code implementations • IEEE Access 2019 • Hao Dang, Muyi Sun, Guanhong Zhang, Xingqun Qi, Xiaoguang Zhou, Qing Chang
Atrial fibrillation (AF), a common abnormal heartbeat rhythm, is a life-threatening recurrent disease that affects older adults.
Ranked #4 on
Atrial Fibrillation Detection
on MIT-BIH AF
(using extra training data)