Ahmad, S.[Subutai],
Method and apparatus for model-based compositing,
US_Patent6,532,022, Mar 11, 2003
WWW Link.
BibRef
0303
Minami, N.[Nobuyuki],
Kurashige, M.[Masafumi],
Video signal processing device and method employingtransformation matrix
to generate composite image,
US_Patent6,441,864, Aug 27, 2002
WWW Link.
BibRef
0208
Tlaskal, M.P.[Martin Paul],
Long, T.M.[Timothy Merrick],
Optimising image compositing,
US_Patent6,816,619, Nov 9, 2004
WWW Link.
BibRef
0411
Tiana, C.[Carlo],
Image fusion system and method,
US_Patent6,898,331, May 24, 2005
WWW Link. More compositing than fusion.
BibRef
0505
White, M.S.[Marvin S.],
Honey, S.K.[Stanley K.],
Hsiao, W.[Walter],
Gloudemans, J.R.[James R.],
Meier, K.R.[Kevin R.],
McGuffin, J.[James],
Cavallaro, R.H.[Richard H.],
Video compositor,
US_Patent6,909,438, Jun 21, 2005
WWW Link.
BibRef
0506
Xie, Z.F.[Zhi-Feng],
Shen, Y.[Yang],
Ma, L.Z.[Li-Zhuang],
Chen, Z.H.[Zhi-Hua],
Seamless video composition using optimized mean-value cloning,
VC(26), No. 6-8, June 2010, pp. 1123-1134.
WWW Link.
1101
BibRef
Wen, J.,
Zhang, B.,
Pan, C.,
Zhang, X.,
Image composition by constraining responses of filters,
IET-IPR(6), No. 1, 2012, pp. 11-21.
DOI Link
1202
For: face data illumination removal, remote-sensing images fusion,
texture transfer, multi-focus image fusion, seamless texture tiling.
BibRef
Chen, T.[Tao],
Zhu, J.Y.[Jun-Yan],
Shamir, A.,
Hu, S.M.[Shi-Min],
Motion-Aware Gradient Domain Video Composition,
IP(22), No. 7, 2013, pp. 2532-2544.
IEEE DOI
1307
image motion analysis; user interfaces; human eye; video editing
BibRef
Park, T.[Taesung],
Liu, M.Y.[Ming-Yu],
Wang, T.C.[Ting-Chun],
Zhu, J.Y.[Jun-Yan],
Semantic Image Synthesis With Spatially-Adaptive Normalization,
CVPR19(2332-2341).
IEEE DOI
2002
BibRef
Ni, B.,
Xu, M.,
Cheng, B.,
Wang, M.,
Yan, S.,
Tian, Q.,
Learning to Photograph: A Compositional Perspective,
MultMed(15), No. 5, 2013, pp. 1138-1151.
IEEE DOI
1307
Computational modeling
BibRef
Wang, P.[Pan],
Cheng, Z.Q.[Zhi-Quan],
Martin, R.[Ralph],
Liu, H.H.[Hua-Hai],
Cai, X.[Xun],
Li, S.[Sikun],
NUMA-aware image compositing on multi-GPU platform,
VC(29), No. 6-8, June 2013, pp. 639-649.
WWW Link.
1306
BibRef
Wang, W.,
Xu, P.,
Bie, X.H.[Xiao-Hui],
Hua, M.[Miao],
Enhanced Use of Mattes for Easy Image Composition,
IP(25), No. 10, October 2016, pp. 4608-4616.
IEEE DOI
1610
image enhancement
BibRef
Wu, H.[Hao],
Li, Y.L.[Yue-Li],
Miao, Z.J.[Zhen-Jiang],
Wang, Y.Q.[Yu-Qi],
Zhu, R.S.[Run-Sheng],
Bie, R.F.[Rong-Fang],
Wang, Y.[Yi],
Creative and high-quality image composition based on a new criterion,
JVCIR(38), No. 1, 2016, pp. 100-114.
Elsevier DOI
1605
Image composition
BibRef
Wang, J.,
Sheng, B.,
Li, P.,
Jin, Y.,
Feng, D.D.,
Illumination-Guided Video Composition via Gradient Consistency
Optimization,
IP(28), No. 10, October 2019, pp. 5077-5090.
IEEE DOI
1909
Lighting, Cloning, Image color analysis, Interpolation,
Optical imaging, Smoothing methods, Optical mixing,
video composition
BibRef
An, S.,
Liu, S.,
Huang, Z.,
Che, G.,
Bao, Q.,
Zhu, Z.,
Chen, Y.,
Weng, D.Z.,
RotateView: A Video Composition System for Interactive Product
Display,
MultMed(21), No. 12, December 2019, pp. 3095-3105.
IEEE DOI
1912
Optical imaging, Mobile handsets, Object segmentation,
Image color analysis, Motion segmentation, Image segmentation,
video composition
BibRef
Francini, S.[Saverio],
Hermosilla, T.[Txomin],
Coops, N.C.[Nicholas C.],
Wulder, M.A.[Michael A.],
White, J.C.[Joanne C.],
Chirici, G.[Gherardo],
An assessment approach for pixel-based image composites,
PandRS(202), 2023, pp. 1-12.
Elsevier DOI
2308
Cloud-free composites, BAP, Medoid, Remote Sensing, Landsat
BibRef
Khaleghi, M.M.[Mir Mohammad],
Safayani, M.[Mehran],
Mirzaei, A.[Abdolreza],
GraPLUS: Graph-based Placement Using Semantics for image composition,
CVIU(259), 2025, pp. 104427.
Elsevier DOI
2509
Object placement, Scene graphs, Language models,
Graph neural networks, Image composition, Attention mechanism
BibRef
Huang, K.Y.[Kai-Yi],
Duan, C.Q.[Cheng-Qi],
Sun, K.Y.[Kai-Yue],
Xie, E.[Enze],
Li, Z.G.[Zhen-Guo],
Liu, X.H.[Xi-Hui],
T2I-CompBench++: An Enhanced and Comprehensive Benchmark for
Compositional Text-to-Image Generation,
PAMI(47), No. 5, May 2025, pp. 3563-3579.
IEEE DOI
2504
Text to image, Benchmark testing, Measurement,
Image color analysis, Shape, Marine vehicles, Layout, image generation
BibRef
Cong, Y.[Yuren],
Min, M.R.Q.[Martin Ren-Qiang],
Li, L.E.[Li Erran],
Rosenhahn, B.[Bodo],
Yang, M.Y.[Michael Ying],
Attribute-Centric Compositional Text-to-Image Generation,
IJCV(133), No. 7, July 2025, pp. 4555-4570.
Springer DOI
2506
BibRef
Cong, Y.[Yuren],
Yi, J.H.[Jin-Hui],
Rosenhahn, B.[Bodo],
Yang, M.Y.[Michael Ying],
SSGVS: Semantic Scene Graph-to-Video Synthesis,
MULA23(2555-2565)
IEEE DOI
2309
BibRef
Liu, S.Y.[Sheng-Yuan],
Wang, B.[Bo],
Ma, Y.[Ye],
Yang, T.[Te],
Chen, Q.[Quan],
Dong, D.[Di],
Training-free subject-enhanced attention guidance for compositional
text-to-image generation,
PR(170), 2026, pp. 112111.
Elsevier DOI
2509
Subject-driven generation, Compositional generation, Diffusion model
BibRef
Ge, C.J.[Chong-Jian],
Xu, C.F.[Chen-Feng],
Ji, Y.F.[Yuan-Feng],
Peng, C.S.[Chen-Sheng],
Tomizuka, M.[Masayoshi],
Luo, P.[Ping],
Ding, M.Y.[Ming-Yu],
Jampani, V.[Varun],
Zhan, W.[Wei],
COMPGS: Unleashing 2D Compositionality for Compositional Text-to-3D
via Dynamically Optimizing 3D Gaussians,
CVPR25(18509-18520)
IEEE DOI
2508
Image quality, Image synthesis, Semantics, Optimization,
3d generation, gaussian splatting
BibRef
Li, M.C.[Ming-Cheng],
Hou, X.L.[Xiao-Lu],
Liu, Z.Y.[Zi-Yang],
Yang, D.K.[Ding-Kang],
Qian, Z.Y.[Zi-Yun],
Chen, J.W.[Jia-Wei],
Wei, J.J.[Jin-Jie],
Jiang, Y.[Yue],
Xu, Q.Y.[Qing-Yao],
Zhang, L.H.[Li-Hua],
MCCD: Multi-Agent Collaboration-based Compositional Diffusion for
Complex Text-to-Image Generation,
CVPR25(13263-13272)
IEEE DOI
2508
Accuracy, Filtering, Text to image, Diffusion models,
text-to-image generation, large language modeling, diffusion modeling
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
Qu, L.G.[Lei-Gang],
Li, H.C.[Hao-Chuan],
Wang, W.J.[Wen-Jie],
Liu, X.[Xiang],
Li, J.C.[Jun-Cheng],
Nie, L.Q.[Li-Qiang],
Chua, T.S.[Tat-Seng],
SILMM: Self-Improving Large Multimodal Models for Compositional
Text-to-Image Generation,
CVPR25(18497-18508)
IEEE DOI Code:
WWW Link.
2508
Visualization, Limiting, Scalability, Text to image,
Image representation, Planning, Iterative methods, self-improvement
BibRef
Hong, Y.[Yan],
Duan, Y.X.[Yu-Xuan],
Zhang, B.[Bo],
Chen, H.X.[Hao-Xing],
Lan, J.[Jun],
Zhu, H.[Huijia],
Wang, W.Q.[Wei-Qiang],
Zhang, J.[Jianfu],
Comfusion: Enhancing Personalized Generation by Instance-scene
Compositing and Fusion,
ECCV24(XLIV: 1-18).
Springer DOI
2412
Personalized.
BibRef
Chen, Z.K.[Zhe-Kai],
Wang, W.[Wen],
Yang, Z.[Zhen],
Yuan, Z.[Zeqing],
Chen, H.[Hao],
Shen, C.H.[Chun-Hua],
Freecompose: Generic Zero-Shot Image Composition with Diffusion Prior,
ECCV24(XVII: 70-87).
Springer DOI
2412
BibRef
Wang, L.Z.[Luo-Zhou],
Shen, G.B.[Gui-Bao],
Ge, W.H.[Wen-Hang],
Chen, G.Y.[Guang-Yong],
Li, Y.J.[Yi-Jun],
Chen, Y.C.[Ying-Cong],
Text-anchored Score Composition: Tackling Condition Misalignment in
Text-to-image Diffusion Models,
ECCV24(XLVII: 21-37).
Springer DOI
2412
BibRef
Wang, Z.[Zirui],
Sha, Z.Z.[Zhi-Zhou],
Ding, Z.[Zheng],
Wang, Y.L.[Yi-Lin],
Tu, Z.W.[Zhuo-Wen],
TokenCompose: Text-to-Image Diffusion with Token-Level Supervision,
CVPR24(8553-8564)
IEEE DOI
2410
Training, Photorealism, Pipelines, Noise reduction, Text to image,
Object segmentation, Benchmark testing, Diffusion Models,
Compositional Generation
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
Wang, Q.[Qi],
Lu, R.J.[Rui-Jie],
Xu, X.D.[Xu-Dong],
Wang, J.B.[Jing-Bo],
Wang, M.Y.[Michael Yu],
Dai, B.[Bo],
Zeng, G.[Gang],
Xu, D.[Dan],
Roomtex: Texturing Compositional Indoor Scenes via Iterative Inpainting,
ECCV24(LXVIII: 465-482).
Springer DOI
2412
BibRef
Ding, G.G.[Gang-Gui],
Zhao, C.[Canyu],
Wang, W.[Wen],
Yang, Z.[Zhen],
Liu, Z.[Zide],
Chen, H.[Hao],
Shen, C.H.[Chun-Hua],
FreeCustom: Tuning-Free Customized Image Generation for Multi-Concept
Composition,
CVPR24(9089-9098)
IEEE DOI
2410
Training, Codes, Image synthesis, Text to image,
Faces, image customization, diffusion model, generative model
BibRef
Chen, R.D.[Rui-Dong],
Wang, L.[Lanjun],
Nie, W.Z.[Wei-Zhi],
Zhang, Y.D.[Yong-Dong],
Liu, A.A.[An-An],
AnyScene: Customized Image Synthesis with Composited Foreground,
CVPR24(8724-8733)
IEEE DOI
2410
Measurement, Visualization, Image synthesis, Semantics, Layout,
Text to image, text to image generation,
generative model
BibRef
Burgert, R.D.[Ryan D.],
Price, B.L.[Brian L.],
Kuen, J.[Jason],
Li, Y.J.[Yi-Jun],
Ryoo, M.S.[Michael S.],
MAGICK: A Large-Scale Captioned Dataset from Matting Generated Images
Using Chroma Keying,
CVPR24(22595-22604)
IEEE DOI Code:
WWW Link.
2410
Training, Hair, Image segmentation, Accuracy, Image synthesis,
Text to image, alpha, matting, dataset, generation, text, image,
compositing
BibRef
Li, B.[Baiqi],
Lin, Z.Q.[Zhi-Qiu],
Pathak, D.[Deepak],
Li, J.Y.[Jia-Yao],
Fei, Y.X.[Yi-Xin],
Wu, K.[Kewen],
Xia, X.[Xide],
Zhang, P.C.[Peng-Chuan],
Neubig, G.[Graham],
Ramanan, D.[Deva],
Evaluating and Improving Compositional Text-to-Visual Generation,
GenerativeFM24(5290-5301)
IEEE DOI
2410
Measurement, Visualization, Toxicology, Closed box, Footwear,
Cognition
BibRef
Lin, Z.Q.[Zhi-Qiu],
Pathak, D.[Deepak],
Li, B.[Baiqi],
Li, J.Y.[Jia-Yao],
Xia, X.[Xide],
Neubig, G.[Graham],
Zhang, P.[Pengchuan],
Ramanan, D.[Deva],
Evaluating Text-to-visual Generation with Image-to-text Generation,
ECCV24(IX: 366-384).
Springer DOI
2412
BibRef
Wang, C.[Chao],
A Diffusion-Based Method for Multi-Turn Compositional Image
Generation,
VAQuality24(374-384)
IEEE DOI
2404
Image synthesis, Fuses, Noise reduction, Semantics, Logic gates, Multitasking
BibRef
Mehl, L.[Lukas],
Bruhn, A.[Andrés],
Gross, M.[Markus],
Schroers, C.[Christopher],
Stereo Conversion with Disparity-Aware Warping, Compositing and
Inpainting,
WACV24(4248-4257)
IEEE DOI
2404
Visualization, Solid modeling, Systematics, Production, Manuals,
Algorithms, Computational photography, image and video synthesis,
3D computer vision
BibRef
Liu, X.Y.[Xiao-Yu],
Liu, M.[Ming],
Li, J.[Junyi],
Liu, S.[Shuai],
Wang, X.T.[Xiao-Tao],
Lei, L.[Lei],
Zuo, W.M.[Wang-Meng],
Beyond Image Borders: Learning Feature Extrapolation for Unbounded
Image Composition,
ICCV23(12977-12986)
IEEE DOI Code:
WWW Link.
2401
BibRef
Lu, S.L.[Shi-Lin],
Liu, Y.Z.[Yan-Zhu],
Kong, A.W.K.[Adams Wai-Kin],
TF-ICON: Diffusion-Based Training-Free Cross-Domain Image Composition,
ICCV23(2294-2305)
IEEE DOI Code:
WWW Link.
2401
BibRef
Liu, N.[Nan],
Du, Y.L.[Yi-Lun],
Li, S.[Shuang],
Tenenbaum, J.B.[Joshua B.],
Torralba, A.[Antonio],
Unsupervised Compositional Concepts Discovery with Text-to-Image
Generative Models,
ICCV23(2085-2095)
IEEE DOI
2401
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
Ku, W.F.[Wing-Fung],
Siu, W.C.[Wan-Chi],
Cheng, X.[Xi],
Chan, H.A.[H. Anthony],
Intelligent Painter: Picture Composition with Resampling Diffusion
Model,
ICIP23(2255-2259)
IEEE DOI
2312
BibRef
Shi, C.H.[Chang-Hao],
Ni, H.[Haomiao],
Li, K.[Kai],
Han, S.B.[Shao-Bo],
Liang, M.F.[Ming-Fu],
Min, M.R.[Martin Renqiang],
Exploring Compositional Visual Generation with Latent Classifier
Guidance,
GCV23(853-862)
IEEE DOI
2309
BibRef
Sheng, Y.C.[Yi-Chen],
Zhang, J.M.[Jian-Ming],
Philip, J.[Julien],
Hold-Geoffroy, Y.[Yannick],
Sun, X.[Xin],
Zhang, H.[He],
Ling, L.[Lu],
Benes, B.[Bedrich],
PixHt-Lab: Pixel Height Based Light Effect Generation for Image
Compositing,
CVPR23(16643-16653)
IEEE DOI
2309
BibRef
Zhu, S.[Sijie],
Lin, Z.[Zhe],
Cohen, S.[Scott],
Kuen, J.[Jason],
Zhang, Z.F.[Zhi-Fei],
Chen, C.[Chen],
TopNet: Transformer-Based Object Placement Network for Image
Compositing,
CVPR23(1838-1847)
IEEE DOI
2309
BibRef
Zhu, S.[Sijie],
Lin, Z.[Zhe],
Cohen, S.[Scott],
Kuen, J.[Jason],
Zhang, Z.F.[Zhi-Fei],
Chen, C.[Chen],
GALA: Toward Geometry-and-Lighting-Aware Object Search for Compositing,
ECCV22(XXVII:676-692).
Springer DOI
2211
BibRef
Liu, N.[Nan],
Li, S.[Shuang],
Du, Y.L.[Yi-Lun],
Torralba, A.[Antonio],
Tenenbaum, J.B.[Joshua B.],
Compositional Visual Generation with Composable Diffusion Models,
ECCV22(XVII:423-439).
Springer DOI
2211
BibRef
Sheng, Y.C.[Yi-Chen],
Zhang, J.M.[Jian-Ming],
Benes, B.[Bedrich],
SSN: Soft Shadow Network for Image Compositing,
CVPR21(4378-4388)
IEEE DOI
2111
Training, Solid modeling, Visualization,
Pipelines, Training data, Data models
BibRef
Zhang, H.[He],
Zhang, J.M.[Jian-Ming],
Perazzi, F.[Federico],
Lin, Z.[Zhe],
Patel, V.M.[Vishal M.],
Deep Image Compositing,
WACV21(365-374)
IEEE DOI
2106
Image segmentation, Laplace equations, Image color analysis, Fuses,
Decontamination, Training data
BibRef
Zhan, F.N.[Fang-Neng],
Lu, S.J.[Shi-Jian],
Zhang, C.G.[Chang-Gong],
Ma, F.Y.[Fei-Ying],
Xie, X.S.[Xuan-Song],
Adversarial Image Composition with Auxiliary Illumination,
ACCV20(II:234-250).
Springer DOI
2103
BibRef
Li, Y.C.[Yun-Chang],
Huang, Z.J.[Zhi-Jie],
Sun, J.[Jun],
An Efficient Encoding Method for Video Compositing in HEVC,
MMMod20(I:65-76).
Springer DOI
2003
BibRef
Hu, G.,
Clark, J.,
Instance Segmentation Based Semantic Matting for Compositing
Applications,
CRV19(135-142)
IEEE DOI
1908
Image segmentation, Semantics, Object segmentation, Pipelines,
Task analysis, Learning systems, Estimation, compositing,
instance segmentation
BibRef
Tan, F.[Fuwen],
Feng, S.[Song],
Ordonez, V.[Vicente],
Text2Scene: Generating Compositional Scenes From Textual Descriptions,
CVPR19(6703-6712).
IEEE DOI
2002
BibRef
Zhao, H.S.[Heng-Shuang],
Shen, X.H.[Xiao-Hui],
Lin, Z.[Zhe],
Sunkavalli, K.[Kalyan],
Price, B.L.[Brian L.],
Jia, J.Y.[Jia-Ya],
Compositing-Aware Image Search,
ECCV18(III: 517-532).
Springer DOI
1810
BibRef
Lin, C.,
Yumer, M.E.[M. Ersin],
Wang, O.,
Shechtman, E.,
Lucey, S.,
ST-GAN: Spatial Transformer Generative Adversarial Networks for Image
Compositing,
CVPR18(9455-9464)
IEEE DOI
1812
Training, Generators, Image generation, Manifolds,
Generative adversarial networks, Games
BibRef
Wang, Y.,
Zhong, F.,
Sun, X.,
Qin, X.,
Realistic image composite with best-buddy prior of natural image
patches,
ICIP17(2274-2278)
IEEE DOI
1803
Density functional theory, Feature extraction, Histograms,
Image color analysis, Image segmentation, Semantics,
Image Composite
BibRef
de Albuquerque Azevedo, R.G.,
Lima, G.F.,
A graphics composition architecture for multimedia applications based
on layered-depth-image,
3DTV-CON16(1-4)
IEEE DOI
1610
computer graphics
BibRef
Chalmers, A.,
Choi, J.J.[Jong Jin],
Rhee, T.[Taehyun],
Perceptually based radiance map for realistic composition,
IVCNZ13(172-177)
IEEE DOI
1402
image processing
BibRef
Park, J.[Jaesik],
Lee, J.Y.[Joon-Young],
Tai, Y.W.[Yu-Wing],
Kweon, I.S.[In So],
Modeling photo composition and its application to photo re-arrangement,
ICIP12(2741-2744).
IEEE DOI
1302
BibRef
Schnyder, L.[Lars],
Lang, M.[Manuel],
Wang, O.[Oliver],
Smolic, A.[Aljoscha],
Depth image based compositing for stereo 3D,
3DTV12(1-4).
IEEE DOI
1212
BibRef
Wang, D.[Dong],
Jia, W.J.[Wei-Jia],
Li, G.Q.[Gui-Qing],
Xiong, Y.H.[Yun-Hui],
Natural Image Composition with Inhomogeneous Boundaries,
PSIVT11(II: 92-103).
Springer DOI
1111
BibRef
Pritch, Y.[Yael],
Poleg, Y.[Yair],
Peleg, S.[Shmuel],
Snap Image Composition,
MIRAGE11(181-191).
Springer DOI
1110
Compositing images with different backgrounds.
BibRef
Hyun, M.H.[Myung-Han],
Kim, S.Y.[Sung-Yeol],
Ho, Y.S.[Yo-Sung],
Multi-View Image Matting and Compositing Using Trimap Sharing for
Natural 3-D Scene Generation,
3DTV08(397-400).
IEEE DOI
0805
BibRef
Chapter on 3-D Object Description and Computation Techniques, Surfaces, Deformable, View Generation, Video Conferencing continues in
Inpainting, Filling Holes, Fixing Problems .