11.14.3.5 Layout to Image, Image Based Rendering

Chapter Contents (Back)
Image Based Rendering. Layout to Image. Image Synthesis. 2505

See also Diffusion for Description or Text to Image Generation.
See also Vision Transformers for Image Generation and Image Synthesis.
See also Adversarial Networks for Image Synthesis, Image Generation.
See also Text to 3D Synthesis, Text to 3D Generation.
See also Text to Video Synthesis, Text to Motion.

Zhang, X.W.[Xin-Wei], Wang, J.[Jin], Lu, G.D.[Guo-Dong], Zhang, X.S.[Xu-Sheng],
Pattern understanding and synthesis based on layout tree descriptor,
VC(36), No. 6, June 2020, pp. 1141-1155.
WWW Link. 2005
BibRef

Zhao, B.[Bo], Yin, W.D.[Wei-Dong], Meng, L.L.[Li-Li], Sigal, L.[Leonid],
Layout2image: Image Generation from Layout,
IJCV(128), No. 10-11, November 2020, pp. 2418-2435.
Springer DOI 2009
BibRef
Earlier: A1, A3, A2, A4:
Image Generation From Layout,
CVPR19(8576-8585).
IEEE DOI 2002
BibRef

Li, K.[Ke], Peng, S.C.[Shi-Chong], Zhang, T.H.[Tian-Hao], Malik, J.[Jitendra],
Multimodal Image Synthesis with Conditional Implicit Maximum Likelihood Estimation,
IJCV(128), No. 10-11, November 2020, pp. 2607-2628.
Springer DOI 2009
BibRef
Earlier: A1, A3, A4, Only:
Diverse Image Synthesis From Semantic Layouts via Conditional IMLE,
ICCV19(4219-4228)
IEEE DOI 2004
image representation, image segmentation, learning (artificial intelligence), Probabilistic logic BibRef

Fu, Y.X.[Yu-Xiang], Yan, Q.[Qi], Wang, L.[Lele], Li, K.[Ke], Liao, R.J.[Ren-Jie],
MoFlow: One-Step Flow Matching for Human Trajectory Forecasting via Implicit Maximum Likelihood Estimation based Distillation,
CVPR25(17282-17293)
IEEE DOI Code:
WWW Link. 2508
Maximum likelihood estimation, Accuracy, Computational modeling, Semantics, Stochastic processes, Predictive models, Robustness, motion prediction BibRef

Arora, H.[Himanshu], Mishra, S.[Saurabh], Peng, S.C.[Shi-Chong], Li, K.[Ke], Mahdavi-Amiri, A.[Ali],
Multimodal Shape Completion via Implicit Maximum Likelihood Estimation,
DLGC22(2957-2966)
IEEE DOI 2210
Point cloud compression, Maximum likelihood estimation, Shape, Conferences BibRef

Tan, H.C.[Hong-Chen], Yin, B.C.[Bao-Cai], Wei, K.[Kun], Liu, X.P.[Xiu-Ping], Li, X.[Xin],
ALR-GAN: Adaptive Layout Refinement for Text-to-Image Synthesis,
MultMed(25), 2023, pp. 8620-8631.
IEEE DOI 2312
BibRef

Liang, J.D.[Jia-Dong], Pei, W.J.[Wen-Jie], Lu, F.[Feng],
Layout-Bridging Text-to-Image Synthesis,
CirSysVideo(33), No. 12, December 2023, pp. 7438-7451.
IEEE DOI 2312
BibRef

Kuang, Y.[Yi], Ma, F.[Fei], Li, F.F.[Fang-Fang], Liu, Y.B.[Ying-Bing], Zhang, F.[Fan],
Semantic-Layout-Guided Image Synthesis for High-Quality Synthetic-Aperature Radar Detection Sample Generation,
RS(15), No. 24, 2023, pp. 5654.
DOI Link 2401
BibRef

Tang, H.[Hao], Shao, L.[Ling], Sebe, N.[Nicu], Van Gool, L.J.[Luc J.],
Graph Transformer GANs With Graph Masked Modeling for Architectural Layout Generation,
PAMI(46), No. 6, June 2024, pp. 4298-4313.
IEEE DOI 2405
Layout, Transformers, Task analysis, Generative adversarial networks, Generators, Semantics, Buildings, architectural layout generation BibRef

Zhang, P.R.[Pei-Rong], Zhang, J.X.[Jia-Xin], Cao, J.H.[Jia-Huan], Li, H.L.[Hong-Liang], Jin, L.W.[Lian-Wen],
Smaller But Better: Unifying Layout Generation with Smaller Large Language Model,
IJCV(133), No. 7, July 2025, pp. 3891-3917.
Springer DOI 2506
BibRef


Tarrés, G.C.[Gemma Canet], Lin, Z.[Zhe], Zhang, Z.F.[Zhi-Fei], Zhang, H.[He], Gilbert, A.[Andrew], Collomosse, J.[John], Kim, S.Y.[Soo Ye],
Multitwine: Multi-Object Compositing with Text and Layout Control,
CVPR25(8094-8104)
IEEE DOI 2508
Training, Visualization, Computational modeling, Layout, Pipelines, Training data, Data collection, Data models BibRef

Sun, F.Y.[Fan-Yun], Liu, W.Y.[Wei-Yu], Gu, S.[Siyi], Lim, D.[Dylan], Bhat, G.[Goutam], Tombari, F.[Federico], Li, M.[Manling], Haber, N.[Nick], Wu, J.J.[Jia-Jun],
LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models,
CVPR25(29469-29478)
IEEE DOI 2508
Solid modeling, Foundation models, Layout, Semantics, Cognition, Planning, Decoding, Optimization BibRef

Hsu, H.Y.[Hsiao-Yuan], Peng, Y.X.[Yu-Xin],
PosterO: Structuring Layout Trees to Enable Language Models in Generalized Content-Aware Layout Generation,
CVPR25(8117-8127)
IEEE DOI Code:
WWW Link. 2508
Codes, Shape, Large language models, Computational modeling, Layout, Training data, Benchmark testing, in-context learning BibRef

Xie, X.[Xin], Gong, D.[Dong],
DyMO: Training-Free Diffusion Model Alignment with Dynamic Multi-Objective Scheduling,
CVPR25(13220-13230)
IEEE DOI 2508
Semantics, Noise reduction, Layout, Text to image, Dynamic scheduling, Diffusion models, Robustness, Reflection, Noise measurement BibRef

Manandhar, D.[Dipu], Guerrero, P.[Paul], Wang, Z.W.[Zhao-Wen], Collomosse, J.[John],
CLASS: Conditional Latent Architecture for Search and Synthesis of Design Layouts,
WACV25(5520-5529)
IEEE DOI 2505
Interpolation, Computational modeling, Layout, Benchmark testing, Transformers, Vectors, joint search and synthesis BibRef

Wang, R.[Ruyu], Hou, X.F.[Xue-Feng], Schmedding, S.[Sabrina], Huber, M.F.[Marco F.],
STAY Diffusion: Styled Layout Diffusion Model for Diverse Layout-to-Image Generation,
WACV25(3855-3865)
IEEE DOI 2505
Visualization, Accuracy, Image synthesis, Image edge detection, Layout, Semantics, Modulation, Diffusion models, Controllability, Photorealistic images BibRef

Liu, J.Q.[Jia-Qi], Huang, T.[Tao], Xu, C.[Chang],
Training-free Composite Scene Generation for Layout-to-image Synthesis,
ECCV24(LXVIII: 37-53).
Springer DOI 2412
BibRef

Seol, J.[Jaejung], Kim, S.[Seojun], Yoo, J.[Jaejun],
Posterllama: Bridging Design Ability of Language Model to Content-aware Layout Generation,
ECCV24(LXXXII: 451-468).
Springer DOI 2412
BibRef

Guerreiro, J.J.A.[Julian Jorge Andrade], Inoue, N.[Naoto], Masui, K.[Kento], Otani, M.[Mayu], Nakayama, H.[Hideki],
Layoutflow: Flow Matching for Layout Generation,
ECCV24(XXXVI: 56-72).
Springer DOI 2412
BibRef

Abdullah, A.[Ahmed], Ebert, N.[Nikolas], Wasenmüller, O.[Oliver],
Boosting Few-shot Detection with Large Language Models and Layout-to-image Synthesis,
ACCV24(VII: 202-219).
Springer DOI 2412
BibRef

Zhang, H.[Hang], Savov, A.[Anton], Dillenburger, B.[Benjamin],
MaskPLAN: Masked Generative Layout Planning from Partial Input,
CVPR24(8964-8973)
IEEE DOI 2410
Measurement, Training, Layout, Transformers, Planning, MAE, Generative, Graph, Layout BibRef

Horita, D.[Daichi], Inoue, N.[Naoto], Kikuchi, K.[Kotaro], Yamaguchi, K.[Kota], Aizawa, K.[Kiyoharu],
Retrieval-Augmented Layout Transformer for Content-Aware Layout Generation,
CVPR24(67-76)
IEEE DOI 2410
Visualization, Layout, Training data, Transformers, Generators, layout genration, content-aware layout generation BibRef

Ohanyan, M.[Marianna], Manukyan, H.[Hayk], Wang, Z.Y.[Zhang-Yang], Navasardyan, S.[Shant], Shi, H.[Humphrey],
Zero-Painter: Training-Free Layout Control for Text-to-Image Synthesis,
CVPR24(8764-8774)
IEEE DOI 2410
Shape, Layout, Text to image BibRef

Bahmani, S.[Sherwin], Park, J.J.[Jeong Joon], Paschalidou, D.[Despoina], Yan, X.G.[Xing-Guang], Wetzstein, G.[Gordon], Guibas, L.J.[Leonidas J.], Tagliasacchi, A.[Andrea],
CC3D: Layout-Conditioned Generation of Compositional 3D Scenes,
ICCV23(7137-7147)
IEEE DOI 2401
BibRef

Lin, J.W.[Jia-Wei], Guo, J.Q.[Jia-Qi], Sun, S.Z.[Shi-Zhao], Xu, W.J.[Wei-Jiang], Liu, T.[Ting], Lou, J.G.[Jian-Guang], Zhang, D.M.[Dong-Mei],
A Parse-Then-Place Approach for Generating Graphic Layouts from Textual Descriptions,
ICCV23(23565-23574)
IEEE DOI 2401
BibRef

Park, M.H.[Min-Ho], Yun, J.[Jooyeol], Choi, S.[Seunghwan], Choo, J.[Jaegul],
Learning to Generate Semantic Layouts for Higher Text-Image Correspondence in Text-to-Image Synthesis,
ICCV23(7557-7566)
IEEE DOI Code:
WWW Link. 2401
BibRef

Zhang, S.X.[Si-Xian], Song, X.H.[Xin-Hang], Li, W.J.[Wei-Jie], Bai, Y.B.[Yu-Bing], Yu, X.Y.[Xin-Yao], Jiang, S.Q.[Shu-Qiang],
Layout-based Causal Inference for Object Navigation,
CVPR23(10792-10802)
IEEE DOI 2309
BibRef

Hsu, H.Y.[Hsiao-Yuan], He, X.T.[Xiang-Teng], Peng, Y.X.[Yu-Xin], Kong, H.[Hao], Zhang, Q.[Qing],
PosterLayout: A New Benchmark and Approach for Content-Aware Visual-Textual Presentation Layout,
CVPR23(6018-6026)
IEEE DOI 2309
BibRef

Xue, H.[Han], Huang, Z.W.[Zhi-Wu], Sun, Q.[Qianru], Song, L.[Li], Zhang, W.J.[Wen-Jun],
Freestyle Layout-to-Image Synthesis,
CVPR23(14256-14266)
IEEE DOI 2309
BibRef

Jiang, Z.Y.[Zhao-Yun], Guo, J.Q.[Jia-Qi], Sun, S.Z.[Shi-Zhao], Deng, H.Y.[Hua-Yu], Wu, Z.K.[Zhong-Kai], Mijovic, V.[Vuksan], Yang, Z.J.J.[Zi-Jiang James], Lou, J.G.[Jian-Guang], Zhang, D.M.[Dong-Mei],
LayoutFormer++: Conditional Graphic Layout Generation via Constraint Serialization and Decoding Space Restriction,
CVPR23(18403-18412)
IEEE DOI 2309
BibRef

Liao, W.T.[Wen-Tong], Hu, K.[Kai], Yang, M.Y.[Michael Ying], Rosenhahn, B.[Bodo],
Text to Image Generation with Semantic-Spatial Aware GAN,
CVPR22(18166-18175)
IEEE DOI 2210
Visualization, Image recognition, Image synthesis, Fuses, Computational modeling, Semantics, Vision+language BibRef

He, S.[Sen], Liao, W.T.[Wen-Tong], Yang, M.Y.[Michael Ying], Yang, Y.X.[Yong-Xin], Song, Y.Z.[Yi-Zhe], Rosenhahn, B.[Bodo], Xiang, T.[Tao],
Context-Aware Layout to Image Generation with Enhanced Object Appearance,
CVPR21(15044-15053)
IEEE DOI 2111
Visualization, Image synthesis, Computational modeling, Layout, Benchmark testing, Inspection, Generators BibRef

Qiao, X.T.[Xiao-Tian], Hancke, G.P.[Gerhard P.], Lau, R.W.H.[Rynson W.H.],
Learning Object Context for Novel-view Scene Layout Generation,
CVPR22(16969-16978)
IEEE DOI 2210
Computational modeling, Layout, Semantics, Predictive models, Cameras, Probabilistic logic, Scene analysis and understanding, Image and video synthesis and generation BibRef

Lv, Z.Y.[Zheng-Yao], Wei, Y.X.[Yu-Xiang], Zuo, W.M.[Wang-Meng], Wong, K.Y.K.[Kwan-Yee K.],
PLACE: Adaptive Layout-Semantic Fusion for Semantic Image Synthesis,
CVPR24(9264-9274)
IEEE DOI 2410
Adaptation models, Visualization, Image synthesis, Source coding, Semantics, Layout, Text to image, semantic image synthesis BibRef

Wei, Y.X.[Yu-Xiang], Ji, Z.L.[Zhi-Long], Wu, X.H.[Xiao-He], Bai, J.F.[Jin-Feng], Zhang, L.[Lei], Zuo, W.M.[Wang-Meng],
Inferring and Leveraging Parts from Object Shape for Improving Semantic Image Synthesis,
CVPR23(11248-11258)
IEEE DOI 2309
BibRef

Shi, Y.P.[Yu-Peng], Liu, X.[Xiao], Wei, Y.X.[Yu-Xiang], Wu, Z.Q.[Zhong-Qin], Zuo, W.M.[Wang-Meng],
Retrieval-based Spatially Adaptive Normalization for Semantic Image Synthesis,
CVPR22(11214-11223)
IEEE DOI 2210
Training, Visualization, Image synthesis, Shape, Navigation, Semantics, Wheels, Image and video synthesis and generation BibRef

Lv, Z.Y.[Zheng-Yao], Li, X.M.[Xiao-Ming], Niu, Z.X.[Zhen-Xing], Cao, B.[Bing], Zuo, W.M.[Wang-Meng],
Semantic-Shape Adaptive Feature Modulation for Semantic Image Synthesis,
CVPR22(11204-11213)
IEEE DOI 2210
Adaptation models, Codes, Shape, Image synthesis, Convolution, Semantics, Image and video synthesis and generation BibRef

Wang, B.[Bo], Wu, T.[Tao], Zhu, M.[Minfeng], Du, P.[Peng],
Interactive Image Synthesis with Panoptic Layout Generation,
CVPR22(7773-7782)
IEEE DOI 2210
Visualization, Image synthesis, Shape, Perturbation methods, Layout, Semantics, Genomics, Image and video synthesis and generation BibRef

Li, Z.J.[Ze-Jian], Wu, J.Y.[Jing-Yu], Koh, I.[Immanuel], Tang, Y.C.[Yong-Chuan], Sun, L.Y.[Ling-Yun],
Image Synthesis from Layout with Locality-Aware Mask Adaption,
ICCV21(13799-13808)
IEEE DOI 2203
Adaptation models, Visualization, Image segmentation, Image synthesis, Computational modeling, Layout, Neural generative models BibRef

Ivgi, M.[Maor], Benny, Y.[Yaniv], Ben-David, A.[Avichai], Berant, J.[Jonathan], Wolf, L.B.[Lior B.],
Scene Graph To Image Generation with Contextualized Object Layout Refinement,
ICIP21(2428-2432)
IEEE DOI 2201
Image synthesis, Layout, Predictive models, Task analysis, Context modeling, Image Synthesis, Scene Graph, GAN BibRef

Luo, A., Zhang, Z., Wu, J., Tenenbaum, J.B.,
End-to-End Optimization of Scene Layout,
CVPR20(3753-3762)
IEEE DOI 2008
Layout, Semantics, Decoding, Rendering (computer graphics), Solid modeling, Training BibRef

Gao, C., Liu, Q., Xu, Q., Wang, L., Liu, J., Zou, C.,
SketchyCOCO: Image Generation From Freehand Scene Sketches,
CVPR20(5173-5182)
IEEE DOI 2008
Image edge detection, Image generation, Training, Data models, Semantics, Image segmentation BibRef

Chen, Q., Wu, Q., Tang, R., Wang, Y., Wang, S., Tan, M.,
Intelligent Home 3D: Automatic 3D-House Design From Linguistic Descriptions Only,
CVPR20(12622-12631)
IEEE DOI 2008
Layout, Buildings, Linguistics, Task analysis, Solid modeling BibRef

Talavera, A., Tan, D.S., Azcarraga, A., Hua, K.,
Layout and Context Understanding for Image Synthesis with Scene Graphs,
ICIP19(1905-1909)
IEEE DOI 1910
Generative Models, Text-to-Image Synthesis, Scene Graphs BibRef

Hong, S.H.[Seung-Hoon], Yang, D.D.[Ding-Dong], Choi, J.[Jongwook], Lee, H.L.[Hong-Lak],
Inferring Semantic Layout for Hierarchical Text-to-Image Synthesis,
CVPR18(7986-7994)
IEEE DOI 1812
Layout, Generators, Semantics, Shape, Image generation, Task analysis BibRef

Chapter on 3-D Object Description and Computation Techniques, Surfaces, Deformable, View Generation, Video Conferencing continues in
Diffusion for Description or Text to Image Generation .


Last update:Sep 10, 2025 at 12:00:25