ACM Transactions on Graphics最新文献

筛选
英文 中文
HexHex: Highspeed Extraction of Hexahedral Meshes HexHex:六面体网格的高速提取
IF 6.2 1区 计算机科学
ACM Transactions on Graphics Pub Date : 2025-07-27 DOI: 10.1145/3730940
Tobias Kohler, Martin Heistermann, David Bommes
{"title":"HexHex: Highspeed Extraction of Hexahedral Meshes","authors":"Tobias Kohler, Martin Heistermann, David Bommes","doi":"10.1145/3730940","DOIUrl":"https://doi.org/10.1145/3730940","url":null,"abstract":"Modern hexahedral mesh generation relies on integer-grid maps (IGM), which map the Cartesian grid of integer iso-surfaces to a structure-aligned and conforming hexahedral cell complex discretizing the target shape. The hexahedral mesh is formed by iso-surfaces of the map such that an extraction algorithm is needed to convert the <jats:italic toggle=\"yes\">implicit</jats:italic> map representation into an <jats:italic toggle=\"yes\">explicit</jats:italic> mesh. State-of-the-art algorithms have been designed with two goals in mind, i.e., (i) unconditional robustness and (ii) tolerance to map defects in the form of inverted or degenerate tetrahedra. Because of significant advancements in the generation of locally injective maps, the tolerance to map defects has become irrelevant. At the same time, there is a growing demand for efficiently handling significantly larger mesh complexities, unfortunately not well served by the state-of-the-art since the tolerance to map defects induces a high runtime cost. Consequently, we present HexHex, a novel (unconditionally robust) hexahedral mesh extraction algorithm for locally injective integer-grid maps designed for maximal performance and scalability. Key contributions include a novel and highly compact mesh data structure based on so-called <jats:italic toggle=\"yes\">propellers</jats:italic> and a conservative rasterization technique, significantly reducing the number of required exact predicate tests. HexHex not only offers lower asymptotic runtime complexities from a theoretical perspective but also lower constants, enabling in practice a 30x speedup for medium-sized examples and a larger speedup for more complex inputs, specifically when the hex-to-tet ratio is large. We provide a C++ reference implementation, supporting multi-core parallelization and the extraction of curved (piecewise-linear) hexahedral mesh edges and faces, e.g., valuable for subsequent higher-order mesh generation.","PeriodicalId":50913,"journal":{"name":"ACM Transactions on Graphics","volume":"22 1","pages":""},"PeriodicalIF":6.2,"publicationDate":"2025-07-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144712370","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Closed-form Generalized Winding Numbers of Rational Parametric Curves for Robust Containment Queries 鲁棒包含查询的有理参数曲线的闭型广义圈数
IF 6.2 1区 计算机科学
ACM Transactions on Graphics Pub Date : 2025-07-27 DOI: 10.1145/3730886
Shibo Liu, Ligang Liu, Xiao-Ming Fu
{"title":"Closed-form Generalized Winding Numbers of Rational Parametric Curves for Robust Containment Queries","authors":"Shibo Liu, Ligang Liu, Xiao-Ming Fu","doi":"10.1145/3730886","DOIUrl":"https://doi.org/10.1145/3730886","url":null,"abstract":"We derive closed-form expressions for generalized winding numbers of rational parametric curves for robust containment queries. Given an oriented rational parametric curve and a query point, the generalized winding number can be reformulated to an integral of a rational polynomial. The key to computing the integral lies in using the residue theorem. Then, add up the contributions of each curve to obtain the generalized winding numbers of a set of rational parametric curves. Furthermore, the derivatives of generalized winding numbers are easily derived. Consequently, the expressions for generalized winding numbers are concise and computationally efficient, becoming faster than state-of-the-art methods. Moreover, the computational costs for various query points are almost the same.","PeriodicalId":50913,"journal":{"name":"ACM Transactions on Graphics","volume":"707 1","pages":""},"PeriodicalIF":6.2,"publicationDate":"2025-07-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144712371","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Cirrus: Adaptive Hybrid Particle-Grid Flow Maps on GPU 卷云:GPU上的自适应混合粒子网格流图
IF 6.2 1区 计算机科学
ACM Transactions on Graphics Pub Date : 2025-07-27 DOI: 10.1145/3731190
Mengdi Wang, Fan Feng, Junlin Li, Bo Zhu
{"title":"Cirrus: Adaptive Hybrid Particle-Grid Flow Maps on GPU","authors":"Mengdi Wang, Fan Feng, Junlin Li, Bo Zhu","doi":"10.1145/3731190","DOIUrl":"https://doi.org/10.1145/3731190","url":null,"abstract":"We propose the <jats:italic toggle=\"yes\">adaptive hybrid particle-grid flow map</jats:italic> method, a novel flow-map approach that leverages Lagrangian particles to simultaneously transport impulse and guide grid adaptation, introducing a fully adaptive flow map-based fluid simulation framework. The core idea of our method is to maintain flow-map trajectories separately on grid nodes and particles: the grid-based representation tracks long-range flow maps at a coarse spatial resolution, while the particle-based representation tracks both long and short-range flow maps, enhanced by their gradients, at a fine resolution. This hybrid Eulerian-Lagrangian flow-map representation naturally enables adaptivity for both advection and projection steps. We implement this method in <jats:italic toggle=\"yes\">Cirrus</jats:italic> , a GPU-based fluid simulation framework designed for octree-like adaptive grids enhanced with particle trackers. The efficacy of our system is demonstrated through numerical tests and various simulation examples, achieving up to 512 × 512 × 2048 effective resolution on an RTX 4090 GPU. We achieve a 1.5 to 2× speedup with our GPU optimization over the Particle Flow Map method on the same hardware, while the adaptive grid implementation offers efficiency gains of one to two orders of magnitude by reducing computational resource requirements. The source code has been made publicly available at: https://wang-mengdi.github.io/proj/25-cirrus/.","PeriodicalId":50913,"journal":{"name":"ACM Transactions on Graphics","volume":"17 1","pages":""},"PeriodicalIF":6.2,"publicationDate":"2025-07-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144712423","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
MiSo: A DSL for Robust and Efficient Solve and MInimize Problems MiSo:用于鲁棒和有效地解决和最小化问题的DSL
IF 6.2 1区 计算机科学
ACM Transactions on Graphics Pub Date : 2025-07-27 DOI: 10.1145/3731207
Federico Sichetti, Enrico Puppo, Zizhou Huang, Marco Attene, Denis Zorin, Daniele Panozzo
{"title":"MiSo: A DSL for Robust and Efficient Solve and MInimize Problems","authors":"Federico Sichetti, Enrico Puppo, Zizhou Huang, Marco Attene, Denis Zorin, Daniele Panozzo","doi":"10.1145/3731207","DOIUrl":"https://doi.org/10.1145/3731207","url":null,"abstract":"Many problems in computer graphics can be formulated as finding the global minimum of a function subject to a set of non-linear constraints (Minimize), or finding all solutions of a system of non-linear constraints (Solve). We introduce MiSo, a domain-specific language and compiler for generating efficient C++ code for low-dimensional Minimize and Solve problems, that uses interval methods to guarantee conservative results while using floating point arithmetic. We demonstrate that MiSo-generated code shows competitive performance compared to hand-optimized codes for several computer graphics problems, including high-order collision detection with non-linear trajectories, surface-surface intersection, and geometrical validity checks for finite element simulation.","PeriodicalId":50913,"journal":{"name":"ACM Transactions on Graphics","volume":"117 1","pages":""},"PeriodicalIF":6.2,"publicationDate":"2025-07-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144715622","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Arenite: A Physics-based Sandstone Simulator Arenite:一个基于物理的砂岩模拟器
IF 6.2 1区 计算机科学
ACM Transactions on Graphics Pub Date : 2025-07-27 DOI: 10.1145/3731201
Zhanyu Yang, Aryamaan Jain, Guillaume Cordonnier, Marie-Paule Cani, Zhaopeng Wang, Bedrich Benes
{"title":"Arenite: A Physics-based Sandstone Simulator","authors":"Zhanyu Yang, Aryamaan Jain, Guillaume Cordonnier, Marie-Paule Cani, Zhaopeng Wang, Bedrich Benes","doi":"10.1145/3731201","DOIUrl":"https://doi.org/10.1145/3731201","url":null,"abstract":"We introduce Arenite, a novel physics-based approach for modeling sandstone structures. The key insight of our work is that simulating a combination of stress and multi-factor erosion enables the generation of a wide variety of sandstone structures observed in nature. We isolate the key shape-forming phenomena: multi-physics fabric interlocking, wind and fluvial erosion, and particle-based deposition processes. Complex 3D structures such as arches, alcoves, hoodoos, or buttes can be achieved by creating simple 3D structures with user-painted erodable areas and vegetation and running the simulation. We demonstrate the algorithm on a wide variety of structures, and our GPU-based implementation achieves the simulation in less than 5 minutes on a desktop computer for our most complex example.","PeriodicalId":50913,"journal":{"name":"ACM Transactions on Graphics","volume":"134 1","pages":""},"PeriodicalIF":6.2,"publicationDate":"2025-07-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144715625","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Designing Pin-pression Gripper and Learning its Dexterous Grasping with Online In-hand Adjustment 压紧夹持器的设计及其在线调节灵巧抓取学习
IF 6.2 1区 计算机科学
ACM Transactions on Graphics Pub Date : 2025-07-27 DOI: 10.1145/3730880
Hewen Xiao, Xiuping Liu, Hang Zhao, Jian Liu, Kai Xu
{"title":"Designing Pin-pression Gripper and Learning its Dexterous Grasping with Online In-hand Adjustment","authors":"Hewen Xiao, Xiuping Liu, Hang Zhao, Jian Liu, Kai Xu","doi":"10.1145/3730880","DOIUrl":"https://doi.org/10.1145/3730880","url":null,"abstract":"We introduce a novel design of parallel-jaw grippers drawing inspiration from pin-pression toys. The proposed pin-pression gripper features a distinctive mechanism in which each finger integrates a 2D array of pins capable of independent extension and retraction. This unique design allows the gripper to instantaneously customize its finger's shape to conform to the object being grasped by dynamically adjusting the extension/retraction of the pins. In addition, the gripper excels in in-hand re-orientation of objects for enhanced grasping stability again via dynamically adjusting the pins. To learn the dynamic grasping skills of pin-pression grippers, we devise a dedicated reinforcement learning algorithm with careful designs of state representation and reward shaping. To achieve a more efficient grasp-while-lift grasping mode, we propose a curriculum learning scheme. Extensive evaluations demonstrate that our design, together with the learned skills, leads to highly flexible and robust grasping with much stronger generality to unseen objects than alternatives. We also highlight encouraging physical results of sim-to-real transfer on a physically manufactured pin-pression gripper, demonstrating the practical significance of our novel gripper design and grasping skill. Demonstration videos for this paper are available at https://github.com/siggraph-pin-pression-gripper/pin-pression-gripper-video.","PeriodicalId":50913,"journal":{"name":"ACM Transactions on Graphics","volume":"57 1","pages":""},"PeriodicalIF":6.2,"publicationDate":"2025-07-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144712204","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
NeurCross: A Neural Approach to Computing Cross Fields for Quad Mesh Generation 神经交叉:一种计算交叉场的神经方法,用于四网格生成
IF 6.2 1区 计算机科学
ACM Transactions on Graphics Pub Date : 2025-07-27 DOI: 10.1145/3731159
Qiujie Dong, Huibiao Wen, Rui Xu, Shuangmin Chen, Jiaran Zhou, Shiqing Xin, Changhe Tu, Taku Komura, Wenping Wang
{"title":"NeurCross: A Neural Approach to Computing Cross Fields for Quad Mesh Generation","authors":"Qiujie Dong, Huibiao Wen, Rui Xu, Shuangmin Chen, Jiaran Zhou, Shiqing Xin, Changhe Tu, Taku Komura, Wenping Wang","doi":"10.1145/3731159","DOIUrl":"https://doi.org/10.1145/3731159","url":null,"abstract":"Quadrilateral mesh generation plays a crucial role in numerical simulations within Computer-Aided Design and Engineering (CAD/E). Producing high-quality quadrangulation typically requires satisfying four key criteria. First, the quadrilateral mesh should closely align with principal curvature directions. Second, singular points should be strategically placed and effectively minimized. Third, the mesh should accurately conform to sharp feature edges. Lastly, quadrangulation results should exhibit robustness against noise and minor geometric variations. Existing methods generally involve first computing a regular cross field to represent quad element orientations across the surface, followed by extracting a quadrilateral mesh aligned closely with this cross field. A primary challenge with this approach is balancing the smoothness of the cross field with its alignment to pre-computed principal curvature directions, which are sensitive to small surface perturbations and often ill-defined in spherical or planar regions. To tackle this challenge, we propose <jats:italic toggle=\"yes\">NeurCross</jats:italic> , a novel framework that simultaneously optimizes a cross field and a neural signed distance function (SDF), whose zero-level set serves as a proxy of the input shape. Our joint optimization is guided by three factors: faithful approximation of the optimized SDF surface to the input surface, alignment between the cross field and the principal curvature field derived from the SDF surface, and smoothness of the cross field. Acting as an intermediary, the neural SDF contributes in two essential ways. First, it provides an alternative, optimizable base surface exhibiting more regular principal curvature directions for guiding the cross field. Second, we leverage the Hessian matrix of the neural SDF to implicitly enforce cross field alignment with principal curvature directions, thus eliminating the need for explicit curvature extraction. Extensive experiments demonstrate that NeurCross outperforms the state-of-the-art methods in terms of singular point placement, robustness against surface noise and surface undulations, and alignment with principal curvature directions and sharp feature curves.","PeriodicalId":50913,"journal":{"name":"ACM Transactions on Graphics","volume":"22 1","pages":""},"PeriodicalIF":6.2,"publicationDate":"2025-07-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144712305","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Hybrid Tours: A Clip-based System for Authoring Long-take Touring Shots 混合旅游:一个剪辑为基础的系统创作长拍摄旅游镜头
IF 6.2 1区 计算机科学
ACM Transactions on Graphics Pub Date : 2025-07-27 DOI: 10.1145/3731423
Xinrui Liu, Longxiulin Deng, Abe Davis
{"title":"Hybrid Tours: A Clip-based System for Authoring Long-take Touring Shots","authors":"Xinrui Liu, Longxiulin Deng, Abe Davis","doi":"10.1145/3731423","DOIUrl":"https://doi.org/10.1145/3731423","url":null,"abstract":"Long-take touring (LTT) shots are characterized by smooth camera motion over a long distance that seamlessly connects different views of the captured scene. These shots offer a compelling way to visualize 3D spaces. However, filming LTT shots directly is very difficult, and rendering them based on a virtual reconstruction of a scene is resource-intensive and prone to many visual artifacts. We propose <jats:italic toggle=\"yes\">Hybrid Tours</jats:italic> , a hybrid approach to creating LTT shots that combines the capture of short clips representing potential tour segments with a custom interactive application that lets users filter and combine these segments into longer camera trajectories. We show that Hybrid Tours makes capturing LTT shots much easier than the traditional single-take approach, and that clip-based authoring and reconstruction leads to higher-fidelity results at a lower cost than common image-based rendering workflows.","PeriodicalId":50913,"journal":{"name":"ACM Transactions on Graphics","volume":"707 1","pages":""},"PeriodicalIF":6.2,"publicationDate":"2025-07-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144712366","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Divide-and-Conquer Approach for Global Orientation of Non-Watertight Scene-Level Point Clouds Using 0-1 Integer Optimization 基于0-1整数优化的非水密场景级点云全局定向分而治之方法
IF 6.2 1区 计算机科学
ACM Transactions on Graphics Pub Date : 2025-07-27 DOI: 10.1145/3730923
Zhuodong Li, Fei Hou, Wencheng Wang, Xuequan Lu, Ying He
{"title":"A Divide-and-Conquer Approach for Global Orientation of Non-Watertight Scene-Level Point Clouds Using 0-1 Integer Optimization","authors":"Zhuodong Li, Fei Hou, Wencheng Wang, Xuequan Lu, Ying He","doi":"10.1145/3730923","DOIUrl":"https://doi.org/10.1145/3730923","url":null,"abstract":"Orienting point clouds is a fundamental problem in computer graphics and 3D vision, with applications in reconstruction, segmentation, and analysis. While significant progress has been made, existing approaches mainly focus on watertight, object-level 3D models. The orientation of large-scale, non-watertight 3D scenes remains an underexplored challenge. To address this gap, we propose <jats:italic toggle=\"yes\">DACPO</jats:italic> (Divide-And-Conquer Point Orientation), a novel framework that leverages a divide-and-conquer strategy for scalable and robust point cloud orientation. Rather than attempting to orient an unbounded scene at once, DACPO segments the input point cloud into smaller, manageable blocks, processes each block independently, and integrates the results through a global optimization stage. For each block, we introduce a two-step process: estimating initial normal orientations by a randomized greedy method and refining them by an adapted iterative Poisson surface reconstruction. To achieve consistency across blocks, we model inter-block relationships using an an undirected graph, where nodes represent blocks and edges connect spatially adjacent blocks. To reliably evaluate orientation consistency between adjacent blocks, we introduce the concept of the <jats:italic toggle=\"yes\">visible connected region</jats:italic> , which defines the region over which visibility-based assessments are performed. The global integration is then formulated as a 0-1 integer-constrained optimization problem, with block flip states as binary variables. Despite the combinatorial nature of the problem, DACPO remains scalable by limiting the number of blocks (typically a few hundred for 3D scenes) involved in the optimization. Experiments on benchmark datasets demonstrate DACPO's strong performance, particularly in challenging large-scale, non-watertight scenarios where existing methods often fail. The source code is available at https://github.com/zd-lee/DACPO.","PeriodicalId":50913,"journal":{"name":"ACM Transactions on Graphics","volume":"35 1","pages":""},"PeriodicalIF":6.2,"publicationDate":"2025-07-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144712372","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
DesignManager: An Agent-Powered Copilot for Designers to Integrate AI Design Tools into Creative Workflows DesignManager:一个代理驱动的副驾驶,让设计师将AI设计工具集成到创意工作流程中
IF 6.2 1区 计算机科学
ACM Transactions on Graphics Pub Date : 2025-07-27 DOI: 10.1145/3730919
Weitao You, Yinyu Lu, Zirui Ma, Nan Li, Mingxu Zhou, Xue Zhao, Pei Chen, Lingyun Sun
{"title":"DesignManager: An Agent-Powered Copilot for Designers to Integrate AI Design Tools into Creative Workflows","authors":"Weitao You, Yinyu Lu, Zirui Ma, Nan Li, Mingxu Zhou, Xue Zhao, Pei Chen, Lingyun Sun","doi":"10.1145/3730919","DOIUrl":"https://doi.org/10.1145/3730919","url":null,"abstract":"Creative design is an inherently complex and iterative process characterized by continuous exploration, evaluation, and refinement. While recent advances in generative AI have demonstrated remarkable potential in supporting specific design tasks, there remains a critical gap in understanding how these technologies can enhance the holistic design process rather than just isolated stages. This paper introduces DesignManager, a novel AI-powered design support system that aims to transform how designers collaborate with AI throughout their creative workflow. Through a formative study examining designers' current practices with generative AI, we identified key challenges and opportunities in integrating AI into the creative design process. Based on these insights, we developed DesignManager as an interactive copilot system that provides node-based visualization of design evolution, enabling designers to track, modify, and branch their design processes while maintaining meaningful dialogue-based collaboration. The system offers two collaboration modes: DesignManager-guiding and Designer-guiding. Designers can engage in conversational interactions with the DesignManager to obtain design inspiration and tool recommendations, and proactively advance the design progress. The system employs an agent framework to manage decoupled contextual information emerged during the design process, facilitating deep understanding of designers' needs and providing context-aware assistance. Our technical evaluation validated the effectiveness of context decoupling and the use of agent framework, while the open-ended user study with experts demonstrated that DesignManager successfully supports intuitive intention expression, flexible process control, and deeper creative articulation. This work contributes to the understanding of how AI can evolve from task-specific tools to collaborative partners in creative design processes.","PeriodicalId":50913,"journal":{"name":"ACM Transactions on Graphics","volume":"2 1","pages":""},"PeriodicalIF":6.2,"publicationDate":"2025-07-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144712373","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
相关产品
×
本文献相关产品
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信