11.14.3.5 Text to Image with Generative Adversarial Network

Yuan, M., Peng, Y.,
CKD: Cross-Task Knowledge Distillation for Text-to-Image Synthesis,
MultMed(22), No. 8, August 2020, pp. 1955-1968.
IEEE DOI 2007
Semantics, Visualization, Task analysis, Image synthesis, Generative adversarial networks, Neural networks, image semantic understanding BibRef

Gao, L.L.[Lian-Li], Chen, D.Y.[Dai-Yuan], Zhao, Z.[Zhou], Shao, J.[Jie], Shen, H.T.[Heng Tao],
Lightweight dynamic conditional GAN with pyramid attention for text-to-image synthesis,
PR(110), 2021, pp. 107384.
Elsevier DOI 2011
Text-to-image synthesis, Conditional generative adversarial network (CGAN), Pyramid attentive fusion BibRef

Dong, Y.L.[Yan-Long], Zhang, Y.[Ying], Ma, L.[Lin], Wang, Z.[Zhi], Luo, J.B.[Jie-Bo],
Unsupervised text-to-image synthesis,
PR(110), 2021, pp. 107573.
Elsevier DOI 2011
Text-to-image synthesis, Generative adversarial network (GAN), Unsupervised training BibRef

Li, R.F.[Rui-Fan], Wang, N.[Ning], Feng, F.X.[Fang-Xiang], Zhang, G.W.[Guang-Wei], Wang, X.J.[Xiao-Jie],
Exploring Global and Local Linguistic Representations for Text-to-Image Synthesis,
MultMed(22), No. 12, December 2020, pp. 3075-3087.
IEEE DOI 2011
Task analysis, Linguistics, Generators, Generative adversarial networks, Training, Correlation, cross-modal BibRef

Li, C.Y.[Chun-Ye], Kong, L.Y.[Li-Ya], Zhou, Z.P.[Zhi-Ping],
Improved-StoryGAN for sequential images visualization,
JVCIR(73), 2020, pp. 102956.
Elsevier DOI 2012
Story visualization, Weighted Activation Degree (WAD), Dilated Convolution, Gated Convolution BibRef

Tan, H., Liu, X., Liu, M., Yin, B., Li, X.,
KT-GAN: Knowledge-Transfer Generative Adversarial Network for Text-to-Image Synthesis,
IP(30), 2021, pp. 1275-1290.
IEEE DOI 2012
Task analysis, Semantics, Generators, Generative adversarial networks, Knowledge engineering, alternate attention-transfer mechanism BibRef

Wang, M.[Min], Lang, C.Y.[Cong-Yan], Feng, S.H.[Song-He], Wang, T.[Tao], Jin, Y.[Yi], Li, Y.D.[Yi-Dong],
Text to photo-realistic image synthesis via chained deep recurrent generative adversarial network,
JVCIR(74), 2021, pp. 102955.
Elsevier DOI 2101
Text-to-image synthesis, Logic relationships, Computational bottlenecks, Parameters sharing BibRef

Yang, Y., Wang, L., Xie, D., Deng, C., Tao, D.,
Multi-Sentence Auxiliary Adversarial Networks for Fine-Grained Text-to-Image Synthesis,
IP(30), 2021, pp. 2798-2809.
IEEE DOI 2102
Semantics, Task analysis, Visualization, Training, Generative adversarial networks, Correlation, Birds, negative sample learning BibRef

Qi, Z.J.[Zhong-Jian], Fan, C.G.[Chao-Gang], Xu, L.F.[Liang-Feng], Li, X.K.[Xin-Ke], Zhan, S.[Shu],
MRP-GAN: Multi-resolution parallel generative adversarial networks for text-to-image synthesis,
PRL(147), 2021, pp. 1-7.
Elsevier DOI 2106
Text-to-image synthesize, Generative adversarial networks, Image generation BibRef

Li, Z.[Zeyu], Deng, C.[Cheng], Yang, E.K.[Er-Kun], Tao, D.C.[Da-Cheng],
Staged Sketch-to-Image Synthesis via Semi-Supervised Generative Adversarial Networks,
MultMed(23), 2021, pp. 2694-2705.
IEEE DOI 2109
Generative adversarial networks, Image generation, Training, Image edge detection, Task analysis, sketch BibRef

Wang, M.[Min], Lang, C.Y.[Cong-Yan], Liang, L.Q.[Li-Qian], Lyu, G.[Gengyu], Feng, S.H.[Song-He], Wang, T.[Tao],
Class-Balanced Text to Image Synthesis With Attentive Generative Adversarial Network,
MultMedMag(28), No. 3, July 2021, pp. 21-31.
IEEE DOI 2109
Generative adversarial networks, Training data, Semantics, Text processing, Image synthesis, generative adversarial network, rebalance BibRef

Li, A.[Ailin], Zhao, L.[Lei], Zuo, Z.W.[Zhi-Wen], Wang, Z.Z.[Zhi-Zhong], Chen, H.B.[Hai-Bo], Lu, D.M.[Dong-Ming], Xing, W.[Wei],
Diversified text-to-image generation via deep mutual information estimation,
CVIU(211), 2021, pp. 103259.
Elsevier DOI 2110
Generative Adversarial Nets (GANs), Text-to-image generation, Mutual Information BibRef

Tan, H.C.[Hong-Chen], Liu, X.P.[Xiu-Ping], Yin, B.C.[Bao-Cai], Li, X.[Xin],
Cross-Modal Semantic Matching Generative Adversarial Networks for Text-to-Image Synthesis,
MultMed(24), 2022, pp. 832-845.
IEEE DOI 2202
Semantics, Task analysis, Generative adversarial networks, Generators, Feature extraction, Visualization, text _CNNs BibRef

Feng, F.X.[Fang-Xiang], Niu, T.R.[Tian-Rui], Li, R.F.[Rui-Fan], Wang, X.J.[Xiao-Jie],
Modality Disentangled Discriminator for Text-to-Image Synthesis,
MultMed(24), No. 2022, pp. 2112-2124.
IEEE DOI 2204
Task analysis, Correlation, Image synthesis, Image reconstruction, Generative adversarial networks, Image representation, multi-modal disentangled representation learning BibRef

Tan, Y.X.[Yong Xuan], Lee, C.P.[Chin Poo], Neo, M.[Mai], Lim, K.M.[Kian Ming],
Text-to-image synthesis with self-supervised learning,
PRL(157), 2022, pp. 119-126.
Elsevier DOI 2205
Text-to-image-synthesis, Generative adversarial network, Self-supervised learning BibRef

Tan, Y.X.[Yong Xuan], Lee, C.P.[Chin Poo], Neo, M.[Mai], Lim, K.M.[Kian Ming], Lim, J.Y.[Jit Yan],
Text-to-image synthesis with self-supervised bi-stage generative adversarial network,
PRL(169), 2023, pp. 43-49.
Elsevier DOI 2305
Text-to-image-synthesis, Generative adversarial network, Self-supervised learning, GAN BibRef

Quan, F.N.[Feng-Nan], Lang, B.[Bo], Liu, Y.X.[Yan-Xi],
ARRPNGAN: Text-to-image GAN with attention regularization and region proposal networks,
SP:IC(106), 2022, pp. 116728.
Elsevier DOI 2206
Text-to-image synthesis, Generative adversarial network, Attention model, Region proposal network BibRef

Wang, H.X.[Hong-Xia], Ke, H.[Hao], Liu, C.[Chun],
An embedded method: Improve the relevance of text and face image with enhanced face attributes,
SP:IC(108), 2022, pp. 116815.
Elsevier DOI 2209
Generative adversarial networks, Text-to-image face image generation, Face synthesis, Visual attributes BibRef

Peng, J.[Jun], Zhou, Y.[Yiyi], Sun, X.S.[Xiao-Shuai], Cao, L.J.[Liu-Juan], Wu, Y.J.[Yong-Jian], Huang, F.Y.[Fei-Yue], Ji, R.R.[Rong-Rong],
Knowledge-Driven Generative Adversarial Network for Text-to-Image Synthesis,
MultMed(24), 2022, pp. 4356-4366.
IEEE DOI 2210
Visualization, Generative adversarial networks, Task analysis, Semantics, Measurement, Image synthesis, Feature extraction, pseudo turing test BibRef

Ma, Y.W.[Yi-Wei], Wang, H.[Haowei], Zhang, X.Q.[Xiao-Qing], Jiang, G.[Guannan], Sun, X.S.[Xiao-Shuai], Zhuang, W.L.[Wei-Lin], Ji, J.Y.[Jia-Yi], Ji, R.R.[Rong-Rong],
X-Mesh: Towards Fast and Accurate Text-driven 3D Stylization via Dynamic Textual Guidance,
ICCV23(2737-2748)
IEEE DOI Code:
WWW Link. 2401
BibRef

Tan, Z.R.[Zhao-Rui], Yang, X.[Xi], Ye, Z.H.[Zi-Han], Wang, Q.[Qiufeng], Yan, Y.[Yuyao], Nguyen, A.[Anh], Huang, K.[Kaizhu],
Semantic Similarity Distance: Towards better text-image consistency metric in text-to-image generation,
PR(144), 2023, pp. 109883.
Elsevier DOI 2310
Text-to-image, Image generation, Generative adversarial networks, Semantic consistency BibRef

Cheng, Q.R.[Qing-Rong], Wen, K.Y.[Ke-Yu], Gu, X.D.[Xiao-Dong],
Vision-Language Matching for Text-to-Image Synthesis via Generative Adversarial Networks,
MultMed(25), 2023, pp. 7062-7075.
IEEE DOI 2311
BibRef

Liu, A.A.[An-An], Sun, Z.F.[Ze-Fang], Xu, N.[Ning], Kang, R.B.[Rong-Bao], Cao, J.[Jinbo], Yang, F.[Fan], Qin, W.J.[Wei-Jun], Zhang, S.Y.[Shen-Yuan], Zhang, J.Q.[Jia-Qi], Li, X.Y.[Xuan-Ya],
Prior knowledge guided text to image generation,
PRL(177), 2024, pp. 89-95.
Elsevier DOI 2401
Text-to-image synthesis, Generative Adversarial Networks, Knowledge Guided GAN BibRef

Ye, S.M.[Sen-Mao], Wang, H.[Huan], Tan, M.K.[Ming-Kui], Liu, F.[Fei],
Recurrent Affine Transformation for Text-to-Image Synthesis,
MultMed(26), 2024, pp. 462-473.
IEEE DOI 2402
Generators, Visualization, Fuses, Computational modeling, Generative adversarial networks, Training, Task analysis, spatial attention BibRef

Yuan, B.[Bowen], Sheng, Y.F.[Ye-Fei], Bao, B.K.[Bing-Kun], Chen, Y.P.P.[Yi-Ping Phoebe], Xu, C.S.[Chang-Sheng],
Semantic Distance Adversarial Learning for Text-to-Image Synthesis,
MultMed(26), 2024, pp. 1255-1266.
IEEE DOI 2402
Semantics, Generators, Training, Adversarial machine learning, Feature extraction, Generative adversarial networks, Birds, cycle consistency BibRef

Zhou, H.P.[Hua-Ping], Wu, T.[Tao], Ye, S.M.[Sen-Mao], Qin, X.[Xinru], Sun, K.[Kelei],
Enhancing fine-detail image synthesis from text descriptions by text aggregation and connection fusion module,
SP:IC(122), 2024, pp. 117099.
Elsevier DOI 2402
Generative adversarial network, Semantic consistency, Spatial attention, Text-to-image generation, Single-stage network BibRef

Dong, P.[Pei], Wu, L.[Lei], Li, R.C.[Rui-Chen], Meng, X.X.[Xiang-Xu], Meng, L.[Lei],
Text to image synthesis with multi-granularity feature aware enhancement Generative Adversarial Networks,
CVIU(245), 2024, pp. 104042.
Elsevier DOI 2406
Generative adversarial network, Multi-granularity feature aware enhancement, Text-to-image, Diffusion BibRef

Zhao, L.[Liang], Huang, P.[Pingda], Chen, T.T.[Teng-Tuo], Fu, C.J.[Chun-Jiang], Hu, Q.H.[Qing-Hao], Zhang, Y.Q.[Yang-Qianhui],
Multi-Sentence Complementarily Generation for Text-to-Image Synthesis,
MultMed(26), 2024, pp. 8323-8332.
IEEE DOI 2408
Semantics, Birds, Generative adversarial networks, Feature extraction, Task analysis, Image synthesis, Generators, text-to-image BibRef

Zhao, L.[Liang], Hu, Q.H.[Qing-Hao], Li, X.Y.[Xiao-Yuan], Zhao, J.Y.[Jing-Yuan],
Multimodal Fusion Generative Adversarial Network for Image Synthesis,
SPLetters(31), 2024, pp. 1865-1869.
IEEE DOI 2408
Image synthesis, Semantics, Image quality, Generative adversarial networks, Attention mechanisms, text-to-image synthesis BibRef

Nazarieh, F.[Fatemeh], Feng, Z.H.[Zhen-Hua], Awais, M.[Muhammad], Wang, W.W.[Wen-Wu], Kittler, J.V.[Josef V.],
A Survey of Cross-Modal Visual Content Generation,
CirSysVideo(34), No. 8, August 2024, pp. 6814-6832.
IEEE DOI 2408
Visualization, Surveys, Data models, Task analysis, Measurement, Training, Generative adversarial networks, Generative models, visual content generation BibRef

Wang, Y.X.[Yi-Xuan], Zhou, W.G.[Wen-Gang], Bao, J.M.[Jian-Min], Wang, W.[Weilun], Li, L.[Li], Li, H.Q.[Hou-Qiang],
CLIP2GAN: Toward Bridging Text With the Latent Space of GANs,
CirSysVideo(34), No. 8, August 2024, pp. 6847-6859.
IEEE DOI 2408
Image synthesis, Training, Hair, Task analysis, Faces, Codes, Visualization, Text-guided image generation, image editing, generative adversarial nets BibRef

Zhai, Y.K.[Yi-Kui], Long, Z.H.[Zhi-Hao], Pan, W.F.[Wen-Feng], Chen, C.L.P.[C. L. Philip],
Mutual Information Compensation for High-Fidelity Image Generation With Limited Data,
SPLetters(31), 2024, pp. 2145-2149.
IEEE DOI 2409
Mutual information, Training, Generators, Image synthesis, Image resolution, Generative adversarial networks, wavelet transform BibRef

Ahmed, Y.A.[Yeruru Asrar], Mittal, A.[Anurag],
Unsupervised Co-Generation of Foreground-Background Segmentation from Text-to-Image Synthesis,
CVIU(250), 2025, pp. 104223.
Elsevier DOI 2501
BibRef
Earlier: WACV24(5046-5057)
IEEE DOI 2404
Text-to-Image generations, GANs, Generative Adversarial Networks. Training, Image segmentation, Visualization, Computational modeling, Training data, Vision + language and/or other modalities BibRef

Chen, W.J.[Wen-Jie], Ni, Z.K.[Zhang-Kai], Wang, H.L.[Han-Li],
Structure-Aware Generative Adversarial Network for Text-to-Image Generation,
ICIP23(2075-2079)
IEEE DOI 2312
BibRef

Liu, H.[Han], Wu, Y.H.[Yu-Hao], Zhai, S.[Shixuan], Yuan, B.[Bo], Zhang, N.[Ning],
RIATIG: Reliable and Imperceptible Adversarial Text-to-Image Generation with Natural Prompts,
CVPR23(20585-20594)
IEEE DOI 2309
BibRef

Lai, B.[Borun], Ma, L.H.[Li-Hong], Tian, J.[Jing],
Gated Cross Word-visual Attention-driven Generative Adversarial Networks for Text-to-image Synthesis,
ACCV22(VII:88-100).
Springer DOI 2307
BibRef

Wang, Z.W.[Zhi-Wei], Yang, J.[Jing], Cui, J.J.[Jia-Jun], Liu, J.W.[Jia-Wei], Wang, J.H.[Jia-Hao],
DAC-GAN: Dual Auxiliary Consistency Generative Adversarial Network for Text-to-Image Generation,
ACCV22(VII:3-19).
Springer DOI 2307
BibRef

Wang, Z.K.[Ze-Kang], Liu, L.[Li], Zhang, H.X.[Hua-Xiang], Ma, Y.[Yue], Cui, H.L.[Huai-Lei], Chen, Y.[Yuan], Kong, H.R.[Hao-Ran],
Generative Adversarial Networks Based on Dynamic Word-Level Update for Text-to-Image Synthesis,
ICIVC22(641-647)
IEEE DOI 2301
Training, Image synthesis, Semantics, Benchmark testing, Generative adversarial networks, Visual effects, Generators, hierarchical image generation BibRef

Georgopoulos, M.[Markos], Oldfield, J.[James], Chrysos, G.G.[Grigorios G.], Panagakis, Y.[Yannis],
Cluster-guided Image Synthesis with Unconditional Models,
CVPR22(11533-11542)
IEEE DOI 2210
Hair, Maximum likelihood estimation, Image synthesis, Semantics, Process control, Generative adversarial networks, Generators, Explainable computer vision BibRef

Yang, Y.Y.[Yu-Yan], Ni, X.[Xin], Hao, Y.B.[Yan-Bin], Liu, C.Y.[Chen-Yu], Wang, W.S.[Wen-Shan], Liu, Y.F.[Yi-Feng], Xi, H.Y.[Hai-Yong],
MF-GAN: Multi-conditional Fusion Generative Adversarial Network for Text-to-Image Synthesis,
MMMod22(I:41-53).
Springer DOI 2203
Best paper section BibRef

Jeon, E.[Eunyeong], Kim, K.[Kunhee], Kim, D.J.[Dai-Jin],
FA-GAN: Feature-Aware GAN for Text to Image Synthesis,
ICIP21(2443-2447)
IEEE DOI 2201
Image synthesis, Natural languages, Generative adversarial networks, Feature extraction, Generators, Feature-Aware GAN BibRef

Zhang, Z.Q.[Zhi-Qiang], Yu, W.X.[Wen-Xin], Jiang, N.[Ning], Zhou, J.J.[Jin-Jia],
Text To Image Synthesis With Erudite Generative Adversarial Networks,
ICIP21(2438-2442)
IEEE DOI 2201
Image synthesis, Generative adversarial networks, Data models, Task analysis, Text-to-Image Synthesis, Generative Adversarial Networks BibRef

Zhang, H.[Han], Koh, J.Y.[Jing Yu], Baldridge, J.[Jason], Lee, H.L.[Hong-Lak], Yang, Y.F.[Yin-Fei],
Cross-Modal Contrastive Learning for Text-to-Image Generation,
CVPR21(833-842)
IEEE DOI 2111
Image quality, Image synthesis, Computational modeling, Impedance matching, Semantics, Natural languages, Generative adversarial networks BibRef

Liang, J.D.[Jia-Dong], Pei, W.J.[Wen-Jie], Lu, F.[Feng],
Cpgan: Content-parsing Generative Adversarial Networks for Text-to-image Synthesis,
ECCV20(IV:491-508).
Springer DOI 2011
BibRef

Sarafianos, N., Xu, X., Kakadiaris, I.,
Adversarial Representation Learning for Text-to-Image Matching,
ICCV19(5813-5823)
IEEE DOI 2004
image matching, image representation, learning (artificial intelligence), Adversarial representation, Distance measurement BibRef

Li, W.B.[Wen-Bo], Zhang, P.C.[Peng-Chuan], Zhang, L.[Lei], Huang, Q.Y.[Qiu-Yuan], He, X.D.[Xiao-Dong], Lyu, S.W.[Si-Wei], Gao, J.F.[Jian-Feng],
Object-Driven Text-To-Image Synthesis via Adversarial Training,
CVPR19(12166-12174).
IEEE DOI 2002
BibRef

Zhang, Z., Xie, Y., Yang, L.,
Photographic Text-to-Image Synthesis with a Hierarchically-Nested Adversarial Network,
CVPR18(6199-6208)
IEEE DOI 1812
Generators, Training, Image resolution, Task analysis, Semantics, Measurement BibRef

Chapter on 3-D Object Description and Computation Techniques, Surfaces, Deformable, View Generation, Video Conferencing continues in
Layout to Image, Image Based Rendering .