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 59 gan-based t2i models tracked. 3 score above 50 (established tier). The highest-rated is Yutong-Zhou-cv/Awesome-Text-to-Image at 55/100 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.	55	Established	2,430	—
2	tobran/DF-GAN [CVPR2022 oral] A Simple and Effective Baseline for Text-to-Image Synthesis	51	Established	322	Python
3	aelnouby/Text-to-Image-Synthesis Pytorch implementation of Generative Adversarial Text-to-Image Synthesis paper	50	Established	410	Python
4	akanimax/T2F T2F: text to face generation using Deep Learning	49	Emerging	547	Python
5	woozzu/tagan An official PyTorch implementation of the paper "Text-Adaptive Generative...	45	Emerging	94	Python
6	tohinz/semantic-object-accuracy-for-generative-text-to-image-synthesis Code for "Semantic Object Accuracy for Generative Text-to-Image Synthesis"...	45	Emerging	106	Python
7	viiika/Meissonic [ICLR 2025] Official Implementation of Meissonic: Revitalizing Masked...	45	Emerging	343	Python
8	Baiyuetribe/paper2gui Convert AI papers to GUI，Make it easy and convenient for everyone to use...	45	Emerging	10,729	Jupyter Notebook
9	ashual/scene_generation A PyTorch implementation of the paper: Specifying Object Attributes and...	44	Emerging	192	Python
10	chen0040/keras-text-to-image Translate text to image in Keras using GAN and Word2Vec as well as recurrent...	44	Emerging	65	Python
11	zsdonghao/text-to-image Generative Adversarial Text to Image Synthesis / Please Star -->	43	Emerging	599	Python
12	elliottwu/sText2Image Attribute-Guided Sketch-to-Image Generation	43	Emerging	84	Python
13	lzhbrian/arbitrary-text-to-image-papers A collection of arbitrary text to image papers with code (constantly updating)	42	Emerging	211	—
14	Chen-Yang-Liu/Text2Earth [IEEE GRSM 2025 🔥] "Text2Earth: Unlocking Text-driven Remote Sensing Image...	41	Emerging	165	Python
15	Wentong-DST/attn-gan Pytorch implementation of paper: AttnGAN Fine-Grained Text to Image...	41	Emerging	27	Python
16	SHI-Labs/StyleNAT New flexible and efficient image generation framework that sets new SOTA on...	41	Emerging	102	Python
17	nupurkmr9/vision-aided-gan Ensembling Off-the-shelf Models for GAN Training (CVPR 2022 Oral)	40	Emerging	421	Python
18	tohinz/multiple-objects-gan Implementation for "Generating Multiple Objects at Spatially Distinct...	39	Emerging	112	Python
19	qiaott/MirrorGAN Pytorch implementation of MirrorGAN	39	Emerging	132	Python
20	azmiozgen/text2painting Convert text into beautiful artistic images	39	Emerging	58	Python
21	afruehstueck/tileGAN Code for TileGAN: Synthesis of Large-Scale Non-Homogeneous Textures (SIGGRAPH 2019)	39	Emerging	226	Python
22	ZohebAbai/tf-focal-frequency-loss Tensorflow Implementation of Focal Frequency Loss for Image Reconstruction...	38	Emerging	9	Python
23	crisbodnar/text-to-image Text to Image Synthesis using Generative Adversarial Networks	37	Emerging	78	Python
24	watsonyanghx/Image-Text-Papers Image Caption and Text to Image papers.	37	Emerging	69	—
25	Kaiseem/QueryOTR [ECCV2022] Official PyTorch implementation of the paper "Outpainting by Queries"	36	Emerging	51	Python
26	jayybhatt/Text-to-Image-Synthesis PyTorch Implementation of the paper - 'Generative Adversarial Text to Image...	36	Emerging	10	Python
27	zcemycl/Pytorch_Outpainting_SRN A casual PyTorch implementation of Wide-Context Semantic Image Extrapolation paper	36	Emerging	15	Python
28	ChristophReich1996/Semantic_Pyramid_for_Image_Generation PyTorch reimplementation of the paper: "Semantic Pyramid for Image...	36	Emerging	47	Python
29	JiauZhang/GigaGAN Implementation of GigaGAN: Scaling up GANs for Text-to-Image Synthesis	36	Emerging	58	Python
30	alpha-gou/txt2im text-to-image synthesis	35	Emerging	9	Python
31	visinf/pixelpyramids PixelPyramids: Exact Inference Models from Lossless Image Pyramids (ICCV 2021)	34	Emerging	10	Python
32	zhihengli-UR/StyleT2I Official code of "StyleT2I: Toward Compositional and High-Fidelity...	34	Emerging	43	Python
33	BenjaminJonghyun/SuperStyleNet SuperStyleNet: Deep Image Synthesis with Superpixel Based Style Encoder (BMVC 2021)	33	Emerging	27	Python
34	chen0040/mxnet-text-to-image Text to Image translation using Generative Adversarial Network and MXNet	32	Emerging	4	Python
35	senmaoy/RAT-GAN A conditional GAN for text-to-image	32	Emerging	52	Python
36	GrepRunRepeat/text-to-image-synthesis Text to image synthesis with GAN-CLS and MSGAN	32	Emerging	26	Jupyter Notebook
37	nirmal-25/Text-to-Image-GAN Implementation of GAN-based text-to-image models for a comparative study on...	31	Emerging	4	Python
38	fbasatemur/NSST_Optimum_Focused_Image_Generate Generate optimum focused image using NSST algorithm	31	Emerging	3	C++
39	360CVGroup/Qihoo-T2X Efficient DiT architecture for text2any tasks, ICLR2025	31	Emerging	447	—
40	hellochick/text-to-image Re-implementation of https://github.com/zsdonghao/text-to-image	31	Emerging	25	Python
41	aditya30394/Reverse-Image-Captioning Text to Image Generation (Reverse image captioning): This task is just the...	30	Emerging	6	Python
42	Xzzit/NNST Nearest Neighbour Style Transfer	30	Emerging	1	Jupyter Notebook
43	duxiaodan/Fast_text2StyleGAN Official repo of Text-Free Learning of a Natural Language Interface for...	29	Experimental	65	Python
44	theevann/Image-and-Text-Search Joint representation of image and text through a Canonical Correlation Analysis	29	Experimental	12	Python
45	hyenal/relate Official PyTorch implementation of 'RELATE: Physically Plausible...	29	Experimental	31	Python
46	QuoQA-NLP/Ko-conceptual-captions Google's Conceptual Captions Dataset translated into Korean	29	Experimental	23	—
47	ASH1998/Deep-Representation-of-Visual-Descriptions Deep representation of visual and textual descriptions using StackGAN	28	Experimental	9	Jupyter Notebook
48	skgyu/CMOS-GAN Code for paper "TIP2023 - CMOS-GAN: Semi-supervised Generative Adversarial...	28	Experimental	10	Python
49	itsayushthada/Text-To-Image A Pytorch based toy project for caption to image generator using th GAN-CLS....	28	Experimental	8	Python
50	utsav-195/text-to-image-generator-gan Created a Generative Adversarial Network (GAN) that takes in a textual...	27	Experimental	12	Jupyter Notebook
51	zsdonghao/im2txt2im I2T2I: Text-to-Image Synthesis with textual data augmentation	24	Experimental	30	Python
52	mohsenim/Text2Image-NN-Classifier Text analysis using text-to-image conversion and deep neural models trained...	23	Experimental	4	—
53	yashashwita20/text-to-image-using-GAN This is a PyTorch-based implementation of the Generative Adversarial...	22	Experimental	19	Jupyter Notebook
54	niopeng/CHIMLE PyTorch - CHIMLE, an IMLE-based general-purpose multimodal conditional image...	21	Experimental	12	Python
55	joanrod/paper2figure-dataset Pipeline to create Paper2Fig dataset, a dataset for text-to-image generation...	20	Experimental	10	Python
56	fork123aniket/Text-to-Image-Synthesis-using-StackGANs Implementation of StackGANs for text-to-image generation in Tensorflow	19	Experimental	3	Python
57	CSU-JPG/TextAtlas A Large-scale Dataset for training and evaluating model's ability on Dense...	19	Experimental	87	Python
58	faezeh-gholamrezaie/Text-to-Face- A Novel Encoder-Decoder Approach for Text-to-Face Conversion using...	11	Experimental	3	Python
59	dphero/HDR-GAN This is the implementation fo Disentangled Representations and Hierarchical...	11	Experimental	3	Python

Comparisons in this category

Text-to-Image-Synthesis and text-to-image (50 vs 43) Text-to-Image-Synthesis and MirrorGAN (50 vs 39) Text-to-Image-Synthesis and attn-gan (50 vs 41)