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Image-free single-pixel semantic segmentation for complex scene based on multi-scale U-Net
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作者 Tengfei Liu Yanfeng Bai +4 位作者 Jianxia Chen Jintao Zhai Siqing Xiang Xianwei Huang Xiquan Fu 《Chinese Physics B》 2026年第1期440-447,共8页
Single-pixel imaging(SPI)receives widespread attention due to its superior anti-interference capabilities,and image segmentation technology can effectively facilitate its recognition and information extraction.However... Single-pixel imaging(SPI)receives widespread attention due to its superior anti-interference capabilities,and image segmentation technology can effectively facilitate its recognition and information extraction.However,the complexity of the target scene and plenty of imaging time in SPI make it challenging to achieve high-quality and concise segmentation.In this paper,we investigate the image-free intricate scene semantic segmentation in SPI.Using“learned”illumination patterns allows for the full extraction of the object's spatial information,thereby enabling pixel-level segmentation results through the decoding of the received measurements.Simulation and experimentation show that,in the absence of image reconstruction,the mean intersection over union(MIoU)of segmented image can reach higher than 85%,and the Dice coefficient(DICE)close to 90%even at the sampling ratio of 5%.Our approach may be favorable to applications in medical image segmentation and autonomous driving field. 展开更多
关键词 single-pixel imaging image-free deep learning complex scene
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Design and Fabrication of Drug Delivery Devices with Complex Architectures Based on Three-dimensional Printing Technique 被引量:1
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作者 黄卫东 杨祥良 《Journal of Wuhan University of Technology(Materials Science)》 SCIE EI CAS 2005年第B12期80-82,共3页
A new type of implantable drug delivery devices ( DDD ) with complicated architectures were fubricated by three-dimensional printing technique, employing levofloxacin (LVFX) as a model drug. Processing parameters... A new type of implantable drug delivery devices ( DDD ) with complicated architectures were fubricated by three-dimensional printing technique, employing levofloxacin (LVFX) as a model drug. Processing parameters were optimized in riew of the layer thickness, spucing between printed lines, flow rate of liquid binder and the fast axis speed. The prepared DDD prototype consists of a double-layer structure, of which the upper region is a reservoir system and the lower region is a matrix one. The in vitro release test revealed that LVFX was released in a dual-puse pattern. This DDD may present a new strategy for the prophylaxis and treatment of diseases such as bone infection in the near future. 展开更多
关键词 drug delivery devices three-dimensional printing complex architectures LEVOFLOXACIN
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Navigating anatomical complexity in laparoscopic sigmoid cancer surgery:A three-dimension reconstruction protocol for intraoperative safety and efficiency
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作者 Zong-Xian Zhao Run-Dong Yao +3 位作者 Zong-Ju Hu Chao-Qian Chen Shu Zhu Yuan Yao 《World Journal of Gastrointestinal Surgery》 2025年第8期350-361,共12页
BACKGROUND Sigmoid colon cancer faces challenges due to anatomical diversity,including variable inferior mesenteric artery(IMA)branching and tumor localization complexities,which increase intraoperative risks.AIM To c... BACKGROUND Sigmoid colon cancer faces challenges due to anatomical diversity,including variable inferior mesenteric artery(IMA)branching and tumor localization complexities,which increase intraoperative risks.AIM To comprehensively evaluate the impact of three-dimensional(3D)visualization technology on enhancing surgical precision and safety,as well as optimizing perioperative outcomes in laparoscopic sigmoid cancer resection.METHODS A prospective cohort of 106 patients(January 2023 to December 2024)undergoing laparoscopic sigmoid cancer resection was divided into the 3D(n=55)group and the control(n=51)group.The 3D group underwent preoperative enhanced computed tomography reconstruction(3D Slicer 5.2.2&Mimics 19.0).3D reconstruction visualization navigation intraoperatively guided the following key steps:Tumor location,Toldt’s space dissection,IMA ligation level selection,regional lymph node dissection,and marginal artery preservation.Outcomes included operative parameters,lymph node yield,and recovery metrics.RESULTS The 3D group demonstrated a significantly shorter operative time(172.91±20.69 minutes vs 190.29±32.29 minutes;P=0.002),reduced blood loss(31.5±11.8 mL vs 44.1±23.4 mL,P=0.001),earlier postoperative flatus(2.23±0.54 days vs 2.53±0.61 days;P=0.013),shorter hospital length of stay(13.47±1.74 days vs 16.20±7.71 days;P=0.013),shorter postoperative length of stay(8.6±2.6 days vs 10.5±4.9 days;P=0.014),and earlier postoperative exhaust time(2.23±0.54 days vs 2.53±0.61 days;P=0.013).Furthermore,the 3D group exhibited a higher mean number of lymph nodes harvested(16.91±5.74 vs 14.45±5.66;P=0.030).CONCLUSION The 3D visualization technology effectively addresses sigmoid colon anatomical complexity through surgical navigation,improving procedural safety and efficiency. 展开更多
关键词 three-dimension reconstruction Sigmoid colon cancer Visualization Inferior mesenteric artery Anatomical complexity Intraoperative safety
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Three-Dimensional Scene Encryption Algorithm Based on Phase Iteration Algorithm of the Angular-Spectral Domain
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作者 Chao Han Yuzhen Shen 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2020年第4期1074-1080,共7页
In order to increase the capacity of encrypted information and reduce the loss of information transmission, a three-dimensional(3 D) scene encryption algorithm based on the phase iteration of the angular spectrum doma... In order to increase the capacity of encrypted information and reduce the loss of information transmission, a three-dimensional(3 D) scene encryption algorithm based on the phase iteration of the angular spectrum domain is proposed in this paper. The algorithm, which adopts the layer-oriented method, generates the computer generated hologram by encoding the three-dimensional scene. Then the computer generated hologram is encoded into three pure phase functions by adopting the phase iterative algorithm based on angular spectrum domain,and the encryption process is completed. The three-dimensional scene encryption can improve the capacity of the information,and the three-phase iterative algorithm can guarantee the security of the encryption information. The numerical simulation results show that the algorithm proposed in this paper realized the encryption and decryption of three-dimensional scenes. At the same time, it can ensure the safety of the encrypted information and increase the capacity of the encrypted information. 展开更多
关键词 Angular spectrum diffraction information capacity phase iteration three-dimensional scene encryption
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Synthesis and Crystal Structure of a Three-dimensional (3D) Complex Mn(H_2O)_2(HNic)_2 (HNic=2-Hydroxynicotinic Acid)
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作者 LI Yu-Mei CHE Yun-Xia ZHENG Ji-Min 《Chinese Journal of Structural Chemistry》 SCIE CAS CSCD 北大核心 2006年第5期572-576,共5页
The title complex Mn(H2O)2(HNic)2 (C22H12MnN2O8, Mr = 367.18) crystallizes in monoclinic, space group P21/c with a = 7.5735(8), b = 12.5295(13), c = 7.6466(8)A.β = 101.2790(10)°, Z = 2, V= 711.59... The title complex Mn(H2O)2(HNic)2 (C22H12MnN2O8, Mr = 367.18) crystallizes in monoclinic, space group P21/c with a = 7.5735(8), b = 12.5295(13), c = 7.6466(8)A.β = 101.2790(10)°, Z = 2, V= 711.59(13) A^3, D, = 1.714 g/cm^3,μ(MoKa) = 0.974 mm^-1, F(000) = 374, R1 (1255 observed reflections (Ⅰ 〉 2σ(Ⅰ)) = 0.0250) and wR2 = 0.0662 (all data). In this paper, we report the complexation of Mn(Ⅱ) by the bidentate ligand 2-hydroxynicotinic acid (HNic). In the crystal the Mn(Ⅱ) ion exhibits a deformed octahedron structure. The title complex Mn(H2O)2(HNic)2 has a three-dimensional (3D) network structure extended by hydrogen bonds, which are formed by two typical eight-membered hydrogen-bonded rings. 展开更多
关键词 complex crystal structure three-dimensional network
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Three-Dimensional Scenes Restore Using Digital Image
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作者 Takialddin Al Smadi Igried Al-Khawaldeh Kalid Al Smadi 《Journal of Signal and Information Processing》 2017年第1期1-8,共8页
Encryption and decryption method of three-dimensional objects uses holograms computer-generated and suggests encoding stage. Information obtained amplitude and phase of a three-dimensional object using mathematically ... Encryption and decryption method of three-dimensional objects uses holograms computer-generated and suggests encoding stage. Information obtained amplitude and phase of a three-dimensional object using mathematically stage transforms overlap stored on a digital computer. Different three-dimensional images restore and develop the system for the expansion of the three-dimensional scenes and camera movement parameters. This article talks about these kinds of digital image processing algorithms as the reconstruction of three-dimensional model of the scene. In the present state, many such algorithms need to be improved in this paper proposing one of the options to improve the accuracy of such reconstruction. 展开更多
关键词 three-dimensional sceneS RESTORE FACTORIZATION Method TRIANGULATION VRML Model Hybrid Algorithm
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Structure and Bonding in Some Gd(Ⅲ) Metal Complexes Studied by Three-Dimensional X-Ray Analysis and ^(155)Gd Mssbauer Spectroscopy
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作者 王军虎 Takahashi Masashi +1 位作者 Kitazawa Takafumi Takeda Masuo 《Journal of Rare Earths》 SCIE EI CAS CSCD 2007年第6期647-653,共7页
Some functional lanthanide metal complexes, such as acetylacetonato complexes, ethylenediaminetetraacetato complexes, were successfully applied for diagnostic technique. The authors are interested in investigating the... Some functional lanthanide metal complexes, such as acetylacetonato complexes, ethylenediaminetetraacetato complexes, were successfully applied for diagnostic technique. The authors are interested in investigating the structure and bonding in lanthanide and actinide metal complexes using 166Er, t55Gd, and 237Np Mtissbauer spectroscopies in connection with single-crystal and/or powder X-ray diffraction, making clear the differences on their structures as well as the differences in the participation of 4f and 5f orbitals in the chemical bonds. In this article, the crystal structures of two novel Gd(Ⅲ) acetylacetonato complexes, Gd(pta)3 · 2H2O (pta = 1,1,1 -trifluoro-5,5-dimethy 1-2,4-hexanedione) and Gd(bfa)3 · 2H2O (bfa = 1, 1, 1 -trifluoro-4-phenyl-2-4-butanedione) were reported. Though both of them were dihydrate and had distorted square antiprismatical structure, Gd(pta)3 · 2H2O crystallizes in the P 2 1/n (#14) monoclinic space group and its lattice parameters are a = 1.4141(6) nm, b = 1.0708(3) nm, c =2.2344(4) nm, β =952.4(2)°, and Gd(bfa)3· 2H2O crystallizes in P 212121 orthorhombic space group and its lattice parameters were a = 1.322 (1) nm, b = 2.295 (1) nm, c = 1. 0786(8) nm. In the meantime, the authors had finished a systematic investigation on the ^155Gd Mossbauer isomer shift (δ) of various Gd(Ⅲ) metal complexes having a different coordination number (C.N.) and different ratios coordinating oxygen to nitrogen. A tendency for the 6 value to decrease with an increase in the C.N, and the number of the nitrogen atom coordinating to Gd was confirmed. This indicated that the Gd-O and/or Gd-N bond in the investigated Gd(Ⅲ) metal complexes had a small covalent contribution, which was possible to be deduced from the O and/or N atoms of the lisands donating electrons to 6s, 5d, and 4f orbitals of Gd. 展开更多
关键词 Gd(Ⅲ) metal complex crystal structure bonding ^155Gd Mossbauer spectroscopy three-dimensional X-ray analysis covalent contribution rare earths
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The First Three-dimensional Crown Ether Complex:{[Na(B18-C-6)]_(6)[Pt(SCN)_(6)]}[Pt(SCN)_(6)](SCN)_(2)with Covalent Bond
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作者 YIN Jin-biao SUN Feng-wen +1 位作者 LI Da-cheng DOU Jian-min 《聊城大学学报(自然科学版)》 2003年第2期11-13,共3页
The novel benzo-18-crown-6(B18-C-6)complex;{[Na(Bl8-C-6)]_(6)[Pt(SCN)_(6)]}[Pt(SCN)_(6)](SCN)_(2)(1)was synthesized and characterized by elemental analysis,IR spectrum and x-ray diffraction analysis.Thr crystal struct... The novel benzo-18-crown-6(B18-C-6)complex;{[Na(Bl8-C-6)]_(6)[Pt(SCN)_(6)]}[Pt(SCN)_(6)](SCN)_(2)(1)was synthesized and characterized by elemental analysis,IR spectrum and x-ray diffraction analysis.Thr crystal structure belongs to rhomobohedral,space group R-3 with cell dimesions:a=6=1.9933(3),c=2.9760(6)nm,α=β=90,γ=120°,V=10.240(3)nm^(3),Z=3,A,aclcd=1.564 g/cm^(3),F(000)=4908.1 is composed of one{[Na(B18-C-6)]_(6)[Pt(SCN)_(6)]}4+complex cation,one[Pt(SCN)_(6)]^(2-)complex anion and two SCN~anions.{[Na(B18-C-6)]_(6)[Pt(SCN)_(6)3}4+complex cation shows a three-dimensional network structure bridged by Na-O interactions between adjacent[Na(B18-C-6)]+units.The function of[Pt(SCN)_(6)]^(2-)complex anion and two SCN'anions are balancing charge in crystal. 展开更多
关键词 three-dimensional network crown ether Pt complex benzo-18-crown-6
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Two kinds of contact problems in three-dimensional icosahedral quasicrystals 被引量:11
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作者 Xuefen ZHAO Xing LI Shenghu DING 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI CSCD 2015年第12期1569-1580,共12页
Two kinds of contact problems, i.e., the frictional contact problem and the adhesive contact problem, in three-dimensional (3D) icosahedral quasicrystals are dis- cussed by a complex variable function method. For th... Two kinds of contact problems, i.e., the frictional contact problem and the adhesive contact problem, in three-dimensional (3D) icosahedral quasicrystals are dis- cussed by a complex variable function method. For the frictional contact problem, the contact stress exhibits power singularities at the edge of the contact zone. For the adhe- sive contact problem, the contact stress exhibits oscillatory singularities at the edge of the contact zone. The numerical examples show that for the two kinds of contact problems, the contact stress exhibits singularities, and reaches the maximum value at the edge of the contact zone. The phonon-phason coupling constant has a significant effect on the contact stress intensity, while has little impact on the contact stress distribution regu- lation. The results are consistent with those of the classical elastic materials when the phonon-phason coupling constant is 0. For the adhesive contact problem, the indentation force has positive correlation with the contact displacement, but the phonon-phason cou- pling constant impact is barely perceptible. The validity of the conclusions is verified. 展开更多
关键词 three-dimensional (3D) icosahedral quasicrystal Riemann-Hilbert problem contact problem SINGULARITY complex variable function method
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Three-dimensional imaging reconstruction of the kidney’s anatomy for a tailored minimally invasive partial nephrectomy:A pilot study 被引量:3
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作者 Daniele Amparore Angela Pecoraro +9 位作者 Federico Piramide Paolo Verri Enrico Checcucci Sabrina De Cillis Alberto Piana Mariano Burgio Michele Di Dio Matteo Manfredi Cristian Fiori Francesco Porpiglia 《Asian Journal of Urology》 CSCD 2022年第3期263-271,共9页
Objective:The aim of the study was to evaluate three-dimensional virtual models(3DVMs)usefulness in the intraoperative assistance of minimally-invasive partial nephrectomy in highly complex renal tumors.Methods:At our... Objective:The aim of the study was to evaluate three-dimensional virtual models(3DVMs)usefulness in the intraoperative assistance of minimally-invasive partial nephrectomy in highly complex renal tumors.Methods:At our institution cT1-2N0M0 all renal masses with Preoperative Aspects and Dimensions Used for an Anatomical classification score≥10 treated with minimally-invasive partial nephrectomy were considered for the present study.For inclusion a baseline contrast-enhanced computed tomography in order to obtain 3DVMs,the baseline and postoperative serum creatinine as well as estimated glomerular filtration rate values were needed.These patients,in which 3DVMs were used to assist the surgeon in the planning and intraoperative guidance,were then compared with a control group of patients who underwent minimally-invasive partial nephrectomy with the same renal function assessments,but without 3DVMs.Multivariable logistic regression models were used to predict the margin,ischemia,and complication score achievement.Results:Overall,79 patients met the inclusion criteria and were compared with 143 complex renal masses without 3DVM assistance.The 3DVM group showed better postoperative outcomes in terms of baseline-weighted differential estimated glomerular filtration rate(-17.7%vs.-22.2%,p=0.03),postoperative complications(16.5%vs.23.1%,p=0.03),and major complications(Clavien Dindo>III,2.5%vs.5.6%,p=0.03).At multivariable logistic regression 3DVM assistance independently predicted higher rates of successful partial nephrectomy(odds ratio:1.42,p=0.03).Conclusion:3DVMs represent a useful tool to plan a tailored surgical approach in case of surgically complex masses.They can be used in different ways,matching the surgeon's needs from the planning phase to the demolitive and reconstructive phase,leading towards maximum safety and efficacy outcomes. 展开更多
关键词 three-dimensional Kidney cancer Renal cell carcinoma ROBOTIC LAPAROSCOPIC Nephron-sparing surgery complex renal mass
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Towards complex scenes: A deep learning-based camouflaged people detection method for snapshot multispectral images 被引量:2
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作者 Shu Wang Dawei Zeng +3 位作者 Yixuan Xu Gonghan Yang Feng Huang Liqiong Chen 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2024年第4期269-281,共13页
Camouflaged people are extremely expert in actively concealing themselves by effectively utilizing cover and the surrounding environment. Despite advancements in optical detection capabilities through imaging systems,... Camouflaged people are extremely expert in actively concealing themselves by effectively utilizing cover and the surrounding environment. Despite advancements in optical detection capabilities through imaging systems, including spectral, polarization, and infrared technologies, there is still a lack of effective real-time method for accurately detecting small-size and high-efficient camouflaged people in complex real-world scenes. Here, this study proposes a snapshot multispectral image-based camouflaged detection model, multispectral YOLO(MS-YOLO), which utilizes the SPD-Conv and Sim AM modules to effectively represent targets and suppress background interference by exploiting the spatial-spectral target information. Besides, the study constructs the first real-shot multispectral camouflaged people dataset(MSCPD), which encompasses diverse scenes, target scales, and attitudes. To minimize information redundancy, MS-YOLO selects an optimal subset of 12 bands with strong feature representation and minimal inter-band correlation as input. Through experiments on the MSCPD, MS-YOLO achieves a mean Average Precision of 94.31% and real-time detection at 65 frames per second, which confirms the effectiveness and efficiency of our method in detecting camouflaged people in various typical desert and forest scenes. Our approach offers valuable support to improve the perception capabilities of unmanned aerial vehicles in detecting enemy forces and rescuing personnel in battlefield. 展开更多
关键词 Camouflaged people detection Snapshot multispectral imaging Optimal band selection MS-YOLO complex remote sensing scenes
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Design and Realization of Block Level Augmented Reality Three-Dimensional Map
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作者 Dashuai Shang Chenguang Dai +1 位作者 Ying Yu Yabing Fan 《Journal of Computer and Communications》 2023年第6期113-121,共9页
In response to the construction needs of “Real 3D China”, the system structure, functional framework, application direction and product form of block level augmented reality three-dimensional map is designed. Those ... In response to the construction needs of “Real 3D China”, the system structure, functional framework, application direction and product form of block level augmented reality three-dimensional map is designed. Those provide references and ideas for the later large-scale production of augmented reality three-dimensional map. The augmented reality three-dimensional map is produced based on skyline software. Including the map browsing, measurement and analysis and so on, the basic function of three-dimensional map is realized. The special functional module including housing management, pipeline management and so on is developed combining the need of residential quarters development, that expands the application fields of augmented reality three-dimensional map. Those lay the groundwork for the application of augmented reality three-dimensional map. . 展开更多
关键词 Augmented Reality three-dimensional Map Multi-Source Data Fusion three-dimensional Analysis three-dimensional scene SKYLINE
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Passive Binocular Optical Motion Capture Technology Under Complex Illumination
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作者 FU Yujia ZHANG Jian +4 位作者 ZHOU Liping LIU Yuanzhi QIN Minghui ZHAO Hui TAO Wei 《Journal of Shanghai Jiaotong university(Science)》 2025年第2期352-362,共11页
Passive optical motion capture technology is an effective mean to conduct high-precision pose estimation of small scenes of mobile robots;nevertheless,in the case of complex background and stray light interference in ... Passive optical motion capture technology is an effective mean to conduct high-precision pose estimation of small scenes of mobile robots;nevertheless,in the case of complex background and stray light interference in the scene,due to the infuence of target adhesion and environmental reflection,this technology cannot estimate the pose accurately.A passive binocular optical motion capture technology under complex illumination based on binocular camera and fixed retroreflective marker balls has been proposed.By fixing multiple hemispherical retrorefective marker balls on a rigid base,it uses binocular camera for depth estimation to obtain the fixed position relationship between the feature points.After performing unsupervised state estimation without manual operation,it overcomes the infuence of refection spots in the background.Meanwhile,contour extraction and ellipse least square fitting are used to extract the marker balls with incomplete shape as the feature points,so as to solve the problem of target adhesion in the scene.A FANUC m10i-a robot moving with 6-DOF is used for verification using the above methods in a complex lighting environment of a welding laboratory.The result shows that the average of absolute position errors is 5.793mm,the average of absolute rotation errors is 1.997°the average of relative position errors is 0.972 mm,and the average of relative rotation errors is 0.002°.Therefore,this technology meets the requirements of high-precision measurement in a complex lighting environment when estimating the 6-DOF-motion mobile robot and has very significant application prospects in complex scenes. 展开更多
关键词 complex scenes pose estimation binocular camera fixed retroreflective target least square fitting
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多视角贴近摄影测量技术在复杂地貌实景三维建模中的应用
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作者 陈荣 《科技创新与生产力》 2026年第1期150-152,共3页
传统地形、地质调查依赖人工拍照和正射影像,存在工作量大、成本高、空间维度低等问题;倾斜摄影测量技术能多角度采集地面影像,克服传统航测视角局限,但仍然存在传统航线飞行方式不适用于复杂地貌等问题。为了解决以上问题,结合实际工... 传统地形、地质调查依赖人工拍照和正射影像,存在工作量大、成本高、空间维度低等问题;倾斜摄影测量技术能多角度采集地面影像,克服传统航测视角局限,但仍然存在传统航线飞行方式不适用于复杂地貌等问题。为了解决以上问题,结合实际工程案例,应用多视角贴近摄影测量技术进行复杂地貌实景三维建模,并基于实景三维模型进行定量分析和定性分析。研究结果表明,本文方法能够有效提高复杂地形模型精度。 展开更多
关键词 倾斜摄影测量 贴近摄影测量 复杂地貌 实景三维建模 定量分析
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基于S-PGA-YOLOv12的复杂场景小目标火灾检测方法
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作者 李海 孙鹏 +1 位作者 张志佳 沈喆 《控制与决策》 北大核心 2026年第3期728-740,共13页
基于深度学习的复杂场景下小目标火灾检测方法主要面临两方面挑战:其一,在复杂场景中采集小目标火灾视频图像成本高昂且难度颇大,导致模型的泛化能力和鲁棒性受限;其二,复杂场景下小目标火灾检测易受火灾尺度、场景类型、光照条件等因... 基于深度学习的复杂场景下小目标火灾检测方法主要面临两方面挑战:其一,在复杂场景中采集小目标火灾视频图像成本高昂且难度颇大,导致模型的泛化能力和鲁棒性受限;其二,复杂场景下小目标火灾检测易受火灾尺度、场景类型、光照条件等因素影响,导致检测精度不高.对此,提出一种基于S-PGA-YOLOv12的复杂场景下小目标火灾检测模型.首先,基于YOLOv12融合了用于突出小目标关键信息的并行补丁感知注意(PPA)模块、用于平衡速度与精度的GOLD模块、用于通过自适应学习不同尺度特征图的空间融合权重的小目标检测头(Detect-ASFF)模块;然后,针对复杂场景下小目标火灾图像采集成本高、难度大等问题,提出一种基于模拟仿真的数据集构建方法;最后,基于模拟仿真构建的复杂场景小目标火灾数据集,通过消融实验、对比实验、鲁棒性和泛化性分析来验证S-PGA-YOLOv12模型的有效性.在所构建的3个数据集上进行大量实验,表明所提出方法具有有效性和优越性. 展开更多
关键词 复杂场景 小目标火灾 目标检测 注意力机制 仿真技术
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基于复杂场景的智能航行技术研究
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作者 陈安 王子睿 +1 位作者 张勇 段平平 《舰船科学技术》 北大核心 2026年第3期169-175,共7页
随着智能航行技术的发展,其在复杂场景应用中面临诸多难题。本文分析了智能航行技术在态势感知、避碰决策和运动控制方面的现状,阐述了交通流密集水域、狭水道及浅水、恶劣天气条件等复杂场景对智能航行技术的挑战,提出了基于多传感器... 随着智能航行技术的发展,其在复杂场景应用中面临诸多难题。本文分析了智能航行技术在态势感知、避碰决策和运动控制方面的现状,阐述了交通流密集水域、狭水道及浅水、恶劣天气条件等复杂场景对智能航行技术的挑战,提出了基于多传感器融合的态势感知技术、基于VO-RRT的决策避碰技术以及基于深度强化学习的控制技术等优化策略,以提升智能航行技术在复杂场景下的性能,为智能航行技术的发展提供参考。尽管现有技术取得了一定进展,但仍面临多传感器融合精度不足、VO-RRT算法局部最优性以及深度强化学习训练成本高和可解释性差等问题。为此,本文探讨了引入BEV技术和多模态融合技术以提升态势感知精度,结合深度强化学习与轻量级模型以优化避碰决策,以及通过迁移学习和可解释性算法改进运动控制的潜力。这些改进方向可为智能航行技术的未来发展提供新的思路。 展开更多
关键词 智能航行 复杂场景 态势感知 避碰决策 运动控制
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基于改进YOLOv5s的施工现场安全帽佩戴检测方法
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作者 徐祖贵 邵辉 +1 位作者 高崇阳 陈威 《安全与环境工程》 北大核心 2026年第2期79-87,共9页
安全帽作为预防工人头部受伤的防护装备,对人员安全具有重要意义。针对施工现场环境复杂且现有方法对小目标检测效果差的问题,提出了一种基于改进YOLOv5s的施工现场安全帽佩戴检测方法。该方法通过数据增强实现了数据集的扩充和不同检... 安全帽作为预防工人头部受伤的防护装备,对人员安全具有重要意义。针对施工现场环境复杂且现有方法对小目标检测效果差的问题,提出了一种基于改进YOLOv5s的施工现场安全帽佩戴检测方法。该方法通过数据增强实现了数据集的扩充和不同检测环境的模拟,通过在主干网络中构建混合注意力机制并改进损失函数,使模型能够充分利用样本的有效特征,从而适应多场景下的安全帽检测任务。实验结果表明:改进后模型的识别准确率达到97.742%,比基线模型提升了约4%,可满足施工现场安全帽佩戴检测的需求。 展开更多
关键词 安全帽检测 YOLOv5s算法 复杂场景 深度学习 安全管理
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基于YOLO11的远距复杂场景小目标检测
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作者 熊诗雨 狄永正 +1 位作者 纪雯 史红周 《计算机系统应用》 2026年第1期152-163,共12页
远距复杂场景中的小目标检测任务因目标尺寸小、形态不规则、纹理信息弱且易被背景干扰,长期面临检测精度低与鲁棒性差的挑战.针对上述问题,本文提出一种改进的检测算法ReF-YOLO(remote-enhanced fusion YOLO),在YOLO11框架基础上从特... 远距复杂场景中的小目标检测任务因目标尺寸小、形态不规则、纹理信息弱且易被背景干扰,长期面临检测精度低与鲁棒性差的挑战.针对上述问题,本文提出一种改进的检测算法ReF-YOLO(remote-enhanced fusion YOLO),在YOLO11框架基础上从特征提取、特征融合与检测头设计这3方面进行系统优化.具体而言,引入融合通道注意与空间建模的C3k2DCASC模块,增强主干网络对非规则目标的表达能力;设计结合主干同尺度特征的L-Fuse结构与高效下采样模块SCDown,提升语义与细节对齐效果;并增设高分辨率P2检测分支,有效提升极小目标的感知与定位能力.在VisDrone2019典型小目标数据集上的实验表明,所提方法的mAP@0.5相较于YOLO11n提升4.9%,在小目标检测任务中表现出更优的准确性与稳定性,验证了其在远距复杂场景下的实用性与泛化能力. 展开更多
关键词 小目标检测 YOLO11 特征提取 多尺度融合 远距复杂场景
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Traffic Vision:UAV-Based Vehicle Detection and Traffic Pattern Analysis via Deep Learning Classifier
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作者 Mohammed Alnusayri Ghulam Mujtaba +4 位作者 Nouf Abdullah Almujally Shuoa S.Aitarbi Asaad Algarni Ahmad Jalal Jeongmin Park 《Computers, Materials & Continua》 2026年第3期266-284,共19页
This paper presents a unified Unmanned Aerial Vehicle-based(UAV-based)traffic monitoring framework that integrates vehicle detection,tracking,counting,motion prediction,and classification in a modular and co-optimized... This paper presents a unified Unmanned Aerial Vehicle-based(UAV-based)traffic monitoring framework that integrates vehicle detection,tracking,counting,motion prediction,and classification in a modular and co-optimized pipeline.Unlike prior works that address these tasks in isolation,our approach combines You Only Look Once(YOLO)v10 detection,ByteTrack tracking,optical-flow density estimation,Long Short-Term Memory-based(LSTM-based)trajectory forecasting,and hybrid Speeded-Up Robust Feature(SURF)+Gray-Level Co-occurrence Matrix(GLCM)feature engineering with VGG16 classification.Upon the validation across datasets(UAVDT and UAVID)our framework achieved a detection accuracy of 94.2%,and 92.3%detection accuracy when conducting a real-time UAV field validation.Our comprehensive evaluations,including multi-metric analyses,ablation studies,and cross-dataset validations,confirm the framework’s accuracy,efficiency,and generalizability.These results highlight the novelty of integrating complementary methods into a single framework,offering a practical solution for accurate and efficient UAV-based traffic monitoring. 展开更多
关键词 Smart traffic system drone devices machine learner dynamic complex scenes VGG-16 classifier
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复杂场景移动机器人定位与建图研究进展
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作者 张怡俊 崔国华 +2 位作者 张振山 何维瀚 薛慧 《控制工程》 北大核心 2026年第2期291-302,共12页
同步定位与建图(simultaneous localization and mapping, SLAM)技术是移动机器人研究及应用的关键问题,旨在解决机器人在复杂环境中实现自主定位与地图构建等功能。对SLAM的系统组成、关键技术及应用进行了简要介绍;重点围绕特征点法... 同步定位与建图(simultaneous localization and mapping, SLAM)技术是移动机器人研究及应用的关键问题,旨在解决机器人在复杂环境中实现自主定位与地图构建等功能。对SLAM的系统组成、关键技术及应用进行了简要介绍;重点围绕特征点法、滤波法、图优化法、多传感器融合和动态场景5个方面,综述了SLAM系统的关键技术、国内外研究现状及标志性应用进展;并结合代表性系统,比较分析了不同方法之间的优缺点,详细阐述了多传感器融合SLAM系统,同时对复杂场景下的SLAM技术进行了展望。 展开更多
关键词 复杂场景 移动机器人 定位与建图 位姿估计 多传感器融合
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