GAN-Based T2I Diffusion Models

GAN implementations for text-to-image synthesis using adversarial training (StackGAN, DCGAN, conditional GANs). Does NOT include diffusion-based text-to-image, evaluation metrics, or non-generative synthesis methods.

There are 57 gan-based t2i models tracked. The highest-rated is Yutong-Zhou-cv/Awesome-Text-to-Image at 48/100 with 2,430 stars.

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#	Model	Score	Tier	Stars	Language
1	Yutong-Zhou-cv/Awesome-Text-to-Image (ෆ`꒳´ෆ) A Survey on Text-to-Image Generation/Synthesis.	48	Emerging	2,430	—
2	Baiyuetribe/paper2gui Convert AI papers to GUI，Make it easy and convenient for everyone to use...	45	Emerging	10,729	Jupyter Notebook
3	tobran/DF-GAN [CVPR2022 oral] A Simple and Effective Baseline for Text-to-Image Synthesis	44	Emerging	322	Python
4	aelnouby/Text-to-Image-Synthesis Pytorch implementation of Generative Adversarial Text-to-Image Synthesis paper	43	Emerging	410	Python
5	akanimax/T2F T2F: text to face generation using Deep Learning	42	Emerging	547	Python
6	tohinz/semantic-object-accuracy-for-generative-text-to-image-synthesis Code for "Semantic Object Accuracy for Generative Text-to-Image Synthesis"...	38	Emerging	106	Python
7	viiika/Meissonic [ICLR 2025] Official Implementation of Meissonic: Revitalizing Masked...	38	Emerging	343	Python
8	woozzu/tagan An official PyTorch implementation of the paper "Text-Adaptive Generative...	38	Emerging	94	Python
9	Chen-Yang-Liu/Text2Earth [IEEE GRSM 2025 🔥] "Text2Earth: Unlocking Text-driven Remote Sensing Image...	38	Emerging	165	Python
10	chen0040/keras-text-to-image Translate text to image in Keras using GAN and Word2Vec as well as recurrent...	37	Emerging	65	Python
11	ashual/scene_generation A PyTorch implementation of the paper: Specifying Object Attributes and...	37	Emerging	192	Python
12	zsdonghao/text-to-image Generative Adversarial Text to Image Synthesis / Please Star -->	36	Emerging	599	Python
13	ZohebAbai/tf-focal-frequency-loss Tensorflow Implementation of Focal Frequency Loss for Image Reconstruction...	36	Emerging	9	Python
14	elliottwu/sText2Image Attribute-Guided Sketch-to-Image Generation	36	Emerging	84	Python
15	lzhbrian/arbitrary-text-to-image-papers A collection of arbitrary text to image papers with code (constantly updating)	35	Emerging	211	—
16	Wentong-DST/attn-gan Pytorch implementation of paper: AttnGAN Fine-Grained Text to Image...	34	Emerging	27	Python
17	SHI-Labs/StyleNAT New flexible and efficient image generation framework that sets new SOTA on...	34	Emerging	102	Python
18	nupurkmr9/vision-aided-gan Ensembling Off-the-shelf Models for GAN Training (CVPR 2022 Oral)	33	Emerging	421	Python
19	qiaott/MirrorGAN Pytorch implementation of MirrorGAN	32	Emerging	132	Python
20	azmiozgen/text2painting Convert text into beautiful artistic images	32	Emerging	58	Python
21	afruehstueck/tileGAN Code for TileGAN: Synthesis of Large-Scale Non-Homogeneous Textures (SIGGRAPH 2019)	32	Emerging	226	Python
22	tohinz/multiple-objects-gan Implementation for "Generating Multiple Objects at Spatially Distinct...	32	Emerging	112	Python
23	crisbodnar/text-to-image Text to Image Synthesis using Generative Adversarial Networks	30	Emerging	78	Python
24	watsonyanghx/Image-Text-Papers Image Caption and Text to Image papers.	30	Emerging	69	—
25	jayybhatt/Text-to-Image-Synthesis PyTorch Implementation of the paper - 'Generative Adversarial Text to Image...	29	Experimental	10	Python
26	zcemycl/Pytorch_Outpainting_SRN A casual PyTorch implementation of Wide-Context Semantic Image Extrapolation paper	29	Experimental	15	Python
27	Kaiseem/QueryOTR [ECCV2022] Official PyTorch implementation of the paper "Outpainting by Queries"	29	Experimental	51	Python
28	JiauZhang/GigaGAN Implementation of GigaGAN: Scaling up GANs for Text-to-Image Synthesis	29	Experimental	58	Python
29	ChristophReich1996/Semantic_Pyramid_for_Image_Generation PyTorch reimplementation of the paper: "Semantic Pyramid for Image...	29	Experimental	47	Python
30	alpha-gou/txt2im text-to-image synthesis	28	Experimental	9	Python
31	zhihengli-UR/StyleT2I Official code of "StyleT2I: Toward Compositional and High-Fidelity...	27	Experimental	43	Python
32	visinf/pixelpyramids PixelPyramids: Exact Inference Models from Lossless Image Pyramids (ICCV 2021)	27	Experimental	10	Python
33	BenjaminJonghyun/SuperStyleNet SuperStyleNet: Deep Image Synthesis with Superpixel Based Style Encoder (BMVC 2021)	26	Experimental	27	Python
34	senmaoy/RAT-GAN A conditional GAN for text-to-image	25	Experimental	52	Python
35	GrepRunRepeat/text-to-image-synthesis Text to image synthesis with GAN-CLS and MSGAN	25	Experimental	26	Jupyter Notebook
36	chen0040/mxnet-text-to-image Text to Image translation using Generative Adversarial Network and MXNet	25	Experimental	4	Python
37	360CVGroup/Qihoo-T2X Efficient DiT architecture for text2any tasks, ICLR2025	24	Experimental	447	—
38	hellochick/text-to-image Re-implementation of https://github.com/zsdonghao/text-to-image	24	Experimental	25	Python
39	nirmal-25/Text-to-Image-GAN Implementation of GAN-based text-to-image models for a comparative study on...	24	Experimental	4	Python
40	fbasatemur/NSST_Optimum_Focused_Image_Generate Generate optimum focused image using NSST algorithm	24	Experimental	3	C++
41	aditya30394/Reverse-Image-Captioning Text to Image Generation (Reverse image captioning): This task is just the...	23	Experimental	6	Python
42	Xzzit/NNST Nearest Neighbour Style Transfer	23	Experimental	1	Jupyter Notebook
43	hyenal/relate Official PyTorch implementation of 'RELATE: Physically Plausible...	22	Experimental	31	Python
44	QuoQA-NLP/Ko-conceptual-captions Google's Conceptual Captions Dataset translated into Korean	22	Experimental	23	—
45	theevann/Image-and-Text-Search Joint representation of image and text through a Canonical Correlation Analysis	22	Experimental	12	Python
46	duxiaodan/Fast_text2StyleGAN Official repo of Text-Free Learning of a Natural Language Interface for...	22	Experimental	65	Python
47	skgyu/CMOS-GAN Code for paper "TIP2023 - CMOS-GAN: Semi-supervised Generative Adversarial...	21	Experimental	10	Python
48	itsayushthada/Text-To-Image A Pytorch based toy project for caption to image generator using th GAN-CLS....	21	Experimental	8	Python
49	ASH1998/Deep-Representation-of-Visual-Descriptions Deep representation of visual and textual descriptions using StackGAN	21	Experimental	9	Jupyter Notebook
50	utsav-195/text-to-image-generator-gan Created a Generative Adversarial Network (GAN) that takes in a textual...	20	Experimental	12	Jupyter Notebook
51	zsdonghao/im2txt2im I2T2I: Text-to-Image Synthesis with textual data augmentation	17	Experimental	30	Python
52	mohsenim/Text2Image-NN-Classifier Text analysis using text-to-image conversion and deep neural models trained...	16	Experimental	4	—
53	yashashwita20/text-to-image-using-GAN This is a PyTorch-based implementation of the Generative Adversarial...	15	Experimental	19	Jupyter Notebook
54	niopeng/CHIMLE PyTorch - CHIMLE, an IMLE-based general-purpose multimodal conditional image...	14	Experimental	12	Python
55	joanrod/paper2figure-dataset Pipeline to create Paper2Fig dataset, a dataset for text-to-image generation...	13	Experimental	10	Python
56	fork123aniket/Text-to-Image-Synthesis-using-StackGANs Implementation of StackGANs for text-to-image generation in Tensorflow	12	Experimental	3	Python
57	CSU-JPG/TextAtlas A Large-scale Dataset for training and evaluating model's ability on Dense...	12	Experimental	87	Python