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DISTILLATION: 作品数：348被引量：446H指数：10; 导出分析报告; 相关作者：何洪巨武晓颖金幼菊李学成刘晓媛更多>>; 相关机构：国家蔬菜工程技术研究中心天津大学北京理工大学北京林业大学更多>>; 相关期刊：更多>>; 相关基金：国家自然科学基金国家重点基础研究发展计划国家高技术研究发展计划中国博士后科学基金更多>>

An Improved Knowledge Distillation Algorithm and Its Application to Object Detection: 《Computers, Materials & Continua》2025年第5期2189-2205,共17页Min Yao Guofeng Liu Yaozu Zhang Guangjie Hu; funded by National Natural Science Foundation of China(61603245).; Knowledge distillation(KD)is an emerging model compression technique for learning compact object detector models.Previous KD often focused solely on distilling from the logits layer or the feature intermediate layers,...; 关键词：Deep learning model compression knowledge distillation object detection

Multimodal Neural Machine Translation Based on Knowledge Distillation and Anti-Noise Interaction: 《Computers, Materials & Continua》2025年第5期2305-2322,共18页Erlin Tian Zengchao Zhu Fangmei Liu Zuhe Li; supported by the Henan Provincial Science and Technology Research Project:232102211017,232102211006,232102210044,242102211020 and 242102211007;the ZhengzhouUniversity of Light Industry Science and Technology Innovation Team Program Project:23XNKJTD0205.; Within the realm of multimodal neural machine translation(MNMT),addressing the challenge of seamlessly integrating textual data with corresponding image data to enhance translation accuracy has become a pressing issue...; 关键词：Knowledge distillation anti-noise interaction mask occlusion door control fusion

Asymmetric mode-pairing quantum key distribution with advantage distillation: 《Chinese Physics B》2025年第4期109-115,共7页Hai-Tao Wang Chun Zhou Yi-Fei Lu Chen-Peng Hao Yan-Mei Zhao Yan-Yang Zhou Hong-Wei Li Wan-Su Bao; Project supported by the National Natural Science Foundation of China(Grant Nos.61505261,62101597,61605248,and 61675235);the National Key Research and Development Program of China(Grant No.2020YFA0309702);the China Postdoctoral Science Foundation(Grant No.2021M691536);the Natural Science Foundation of Henan Province(Grant Nos.202300410534 and 202300410532);the Anhui Initiative in Quantum Information Technologies.; Mode-pairing quantum key distribution(MP-QKD)is an excellent scheme that can exceed the repeaterless ratetransmittance bound without complex phase locking.Nevertheless,MP-QKD usually needs to ensure that the communica...; 关键词：quantum key distribution asymmetric mode-pairing advantage distillation

Graph distillation with network symmetry: 《Chinese Physics B》2025年第4期262-271,共10页Feng Lin Jia-Lin He; Project supported by the National Natural Science Foundation of China(Grant No.62176217);the Program from the Sichuan Provincial Science and Technology,China(Grant No.2018RZ0081);the Fundamental Research Funds of China West Normal University(Grant No.17E063).; Graph neural networks(GNNs)have demonstrated excellent performance in graph representation learning.However,as the volume of graph data grows,issues related to cost and efficiency become increasingly prominent.Graph d...; 关键词：graph neural networks graph distillation network symmetry super nodes feature optimization

Current advances in distillation processes for fermentative acetonebutanol-ethanol purification: 《Chinese Journal of Chemical Engineering》2025年第3期91-108,共18页Xuedan Hou Pengfei Zhao Xiaohui Lin Yunxing Gao Huidong Chen Di Cai Peiyong Qin; funded by the National Natural Science Foundation of China(22078018);the Natural Science Foundation of Beijing(2222016).; Acetone-butanol-ethanol(ABE)fermentation is a primary strategy for producing bio-based n-butanol from abundant renewable biomass.In the typical ABE production chain,distillation is an essential unit for high purity AB...; 关键词：N-BUTANOL ABE fermentation In situ product recovery DISTILLATION Process intensification

CableSAM:an efficient automatic segmentation method for aircraft cabin cables: 《Optoelectronics Letters》2025年第3期183-187,共5页LING Aihua WANG Junwen LU Jiaming LIU Ruyu; supported by the Innovation Foundation of National Commercial Aircraft Manufacturing Engineering Technology Research Center(No.COMAC-SFGS-2022-1877);in part by the National Natural Science Foundation of China(No.92048301)。; Cabin cables,as critical components of an aircraft's electrical system,significantly impact the operational efficiency and safety of the aircraft.The existing cable segmentation methods in civil aviation cabins are li...; 关键词：image segmentation aircraft cabin automatic segmentation automated segmentation cabin cablesas civil aviation cabins cable segmentation knowledge distillation

Enhancing the generalization capability of 2D array pointer networks through multiple teacher-forcing knowledge distillation: 《Journal of Automation and Intelligence》2025年第1期29-38,共10页Qidong Liu Xin Shen Chaoyue Liu Dong Chen Xin Zhou Mingliang Xu; in part by the National Science Foundation of China under Grant No.62276238;in part by the National Science Foundation for Distinguished Young Scholars of China under Grant No.62325602;in part by the Natural Science Foundation of Henan,China under Grant No.232300421095.; The Heterogeneous Capacitated Vehicle Routing Problem(HCVRP),which involves efficiently routing vehicles with diverse capacities to fulfill various customer demands at minimal cost,poses an NP-hard challenge in combin...; 关键词：Vehicle routing problem Multi-teacher knowledge distillation Teacher-forcing Pointer network

Ensemble Knowledge Distillation for Federated Semi-Supervised Image Classification: 《Tsinghua Science and Technology》2025年第1期112-123,共12页Ertong Shang Hui Liu Jingyang Zhang Runqi Zhao Junzhao Du; supported by the National Natural Science Foundation of China(Nos.62032017 and 62272368);Key Talent Project of Xidian University(No.QTZX24004);Innovation Capability Support Program of Shaanxi(No.2023-CX-TD-08);Shaanxi Qinchuangyuan“Scientists+Engineers”Team(No.2023KXJ-040);Science and Technology Program of Xi’an(No.23KGDW0005-2022).; Federated learning is an emerging privacy-preserving distributed learning paradigm,in which many clients collaboratively train a shared global model under the orchestration of a remote server.Most current works on fed...; 关键词：federated learning semi-supervised learning federated semi-supervised learning knowledge distillation

KD-Crowd:a knowledge distillation framework for learning from crowds: 《Frontiers of Computer Science》2025年第1期119-130,共12页Shaoyuan LI Yuxiang ZHENG Ye SHI Shengjun HUANG Songcan CHEN; supported by the National Key R&D Program of China(2022ZD0114801);the National Natural Science Foundation of China(Grant No.61906089);the Jiangsu Province Basic Research Program(BK20190408).; Recently, crowdsourcing has established itself as an efficient labeling solution by distributing tasks to crowd workers. As the workers can make mistakes with diverse expertise, one core learning task is to estimate e...; 关键词：crowdsourcing label noise worker expertise knowledge distillation robust learning

KD-SegNet: Efficient Semantic Segmentation Network with Knowledge Distillation Based on Monocular Camera: 《Computers, Materials & Continua》2025年第2期2001-2026,共26页Thai-Viet Dang Nhu-Nghia Bui Phan Xuan Tan; funded by Hanoi University of Science and Technology(HUST)under project number T2023-PC-008.; Due to the necessity for lightweight and efficient network models, deploying semantic segmentation models on mobile robots (MRs) is a formidable task. The fundamental limitation of the problem lies in the training per...; 关键词：Mobile robot navigation semantic segmentation knowledge distillation pyramid scene parsing fully convolutional networks

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