文字生成图像!GAN 生成对抗网络相关论文大汇总

技术讨论 shijie ⋅ 于 4周前 ⋅ 424 阅读
来源:原创 bryant8 机器学习与生成对抗网络


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仅由文字,如何让神经网络自动生成描述对应的图像?very interesting啊,看看GAN这些年怎么做的吧!


001  (2020-09-4) TiVGAN  Text to Image to Video Generation with Step-by-Step Evolutionary Generator

     https://arxiv.org/pdf/2009.02018.pdf

002  (2020-09-4) Improving Text to Image Generation using Mode-seeking Function

     https://arxiv.org/pdf/2008.08976.pdf

003  (2020-08-13) DF-GAN  Deep Fusion Generative Adversarial Networks for Text-to-Image Synthesis

     https://arxiv.org/pdf/2008.05865.pdf


004  (2020-08-11) Text as Neural Operator  Image Manipulation by Text Instruction

     https://arxiv.org/pdf/2008.04556.pdf

005  (2020-08-10) Describe What to Change  A Text-guided Unsupervised Image-to-Image Translation Approach

     https://arxiv.org/pdf/2008.04200.pdf

006  (2020-07-2) PerceptionGAN  Real-world Image Construction from Provided Text through Perceptual Understanding

     https://arxiv.org/pdf/2007.00977.pdf


007  (2020-05-27) TIME  Text and Image Mutual-Translation Adversarial Networks

     https://arxiv.org/pdf/2005.13192.pdf

008  (2020-05-25) SegAttnGAN  Text to Image Generation with Segmentation Attention

     https://arxiv.org/pdf/2005.12444.pdf

009  (2020-05-8) Development of a New Image-to-text Conversion System for Pashto Farsi and Traditional Chinese

     https://arxiv.org/pdf/2005.08650.pdf


010  (2020-04-23) Efficient Neural Architecture for Text-to-Image Synthesis

     https://arxiv.org/pdf/2004.11437.pdf

011  (2020-08-12) Text-Guided Neural Image Inpainting

     https://arxiv.org/pdf/2004.03212.pdf

002  (2020-03-26) Cycle Text-To-Image GAN with BERT

     https://arxiv.org/pdf/2003.12137.pdf


011  (2020-02-12) Image-to-Image Translation with Text Guidance

     https://arxiv.org/pdf/2002.05235.pdf

012  (2020-01-18) Text-to-Image Generation with Attention Based Recurrent Neural Networks

     https://arxiv.org/pdf/2001.06658.pdf

013  (2020-01-7) Multimodal Semantic Transfer from Text to Image. Fine-Grained Image Classification by Distributional Semantics

     https://arxiv.org/pdf/2001.02372.pdf


014  (2020-07-12) CPGAN  Full-Spectrum Content-Parsing Generative Adversarial Networks for Text-to-Image Synthesis

     https://arxiv.org/pdf/1912.08562.pdf

015  (2020-03-30) ManiGAN  Text-Guided Image Manipulation

     https://arxiv.org/pdf/1912.06203.pdf

016  (2019-10-31) Text-to-image synthesis method evaluation based on visual patterns

     https://arxiv.org/pdf/1911.00077.pdf


017  (2020-06-2) Semantic Object Accuracy for Generative Text-to-Image Synthesis

     https://arxiv.org/pdf/1910.13321.pdf

018  (2019-10-21) A Survey and Taxonomy of Adversarial Neural Networks for Text-to-Image Synthesis

     https://arxiv.org/pdf/1910.09399.pdf

020  (2019-10-9) Text-to-Image Synthesis Based on Machine Generated Captions

     https://arxiv.org/pdf/1910.04056.pdf


021  (2019-12-19) Controllable Text-to-Image Generation

     https://arxiv.org/pdf/1909.07083.pdf

022  (2019-08-14) Dual Adversarial Inference for Text-to-Image Synthesis

     https://arxiv.org/pdf/1908.05324.pdf

023  (2019-04-10) Text Guided Person Image Synthesis

     https://arxiv.org/pdf/1904.05118.pdf


024  (2019-04-2) Semantics Disentangling for Text-to-Image Generation

     https://arxiv.org/pdf/1904.01480.pdf

025  (2019-04-2) DM-GAN  Dynamic Memory Generative Adversarial Networks for Text-to-Image Synthesis

     https://arxiv.org/pdf/1904.01310.pdf

026  (2019-03-14) MirrorGAN  Learning Text-to-image Generation by Redescription

     https://arxiv.org/pdf/1903.05854.pdf


027  (2019-02-27) Object-driven Text-to-Image Synthesis via Adversarial Training

     https://arxiv.org/pdf/1902.10740.pdf

028  (2019-01-8) GILT  Generating Images from Long Text

     https://arxiv.org/pdf/1901.02404.pdf

029  (2019-02-5) Adversarial Learning of Semantic Relevance in Text to Image Synthesis

     https://arxiv.org/pdf/1812.05083.pdf


030  (2018-11-27) Text-Adaptive Generative Adversarial Networks  Manipulating Images with Natural Language

     https://arxiv.org/pdf/1810.11919.pdf

031  (2018-09-26) Semantically Invariant Text-to-Image Generation

     https://arxiv.org/pdf/1809.10274.pdf

032  (2018-09-20) C4Synth  Cross-Caption Cycle-Consistent Text-to-Image Synthesis

     https://arxiv.org/pdf/1809.10238.pdf


033  (2018-08-21) Text-to-image Synthesis via Symmetrical Distillation Networks

     https://arxiv.org/pdf/1808.06801.pdf

034  (2018-08-14) Text-to-Image-to-Text Translation using Cycle Consistent Adversarial Networks

     https://arxiv.org/pdf/1808.04538.pdf

035  (2018-07-4) TextTopicNet - Self-Supervised Learning of Visual Features Through Embedding Images on Semantic Text Spaces

     https://arxiv.org/pdf/1807.02110.pdf


036  (2018-06-29) Generate the corresponding Image from Text Description using Modified GAN-CLS Algorithm

     https://arxiv.org/pdf/1806.11302.pdf

037  (2018-05-2) Text to Image Synthesis Using Generative Adversarial Networks

     https://arxiv.org/pdf/1805.00676.pdf

038  (2018-04-6) Photographic Text-to-Image Synthesis with a Hierarchically-nested Adversarial Network

     https://arxiv.org/pdf/1802.09178.pdf


039  (2018-02-22) ChatPainter  Improving Text to Image Generation using Dialogue

     https://arxiv.org/pdf/1802.08216.pdf

040  (2018-07-25) Inferring Semantic Layout for Hierarchical Text-to-Image Synthesis

     https://arxiv.org/pdf/1801.05091.pdf

041  (2017-12-18) Synthesizing Novel Pairs of Image and Text

     https://arxiv.org/pdf/1712.06682.pdf


042  (2017-11-28) AttnGAN  Fine-Grained Text to Image Generation with Attentional Generative Adversarial Networks

     https://arxiv.org/pdf/1711.10485.pdf

043  (2017-08-30) Adversarial nets with perceptual losses for text-to-image synthesis

     https://arxiv.org/pdf/1708.09321.pdf

044  (2017-05-26) Better Text Understanding Through Image-To-Text Transfer

     https://arxiv.org/pdf/1705.08386.pdf


046  (2017-06-3) I2T2I  Learning Text to Image Synthesis with Textual Data Augmentation

     https://arxiv.org/pdf/1703.06676.pdf

047  (2017-08-4) StackGAN  Text to Photo-realistic Image Synthesis with Stacked Generative Adversarial Networks

     https://arxiv.org/pdf/1612.03242.pdf

048  (2016-06-5) Generative Adversarial Text to Image Synthesis

     https://arxiv.org/pdf/1605.05396.pdf


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