Text to Image Generation Transformer Models

Tools for generating, manipulating, and editing images from text prompts using diffusion models and related generative techniques. Does NOT include general image classification, detection, or non-generative image processing tasks.

There are 50 text to image generation models tracked. 1 score above 70 (verified tier). The highest-rated is filipstrand/mflux at 79/100 with 1,882 stars and 31,305 monthly downloads. 1 of the top 10 are actively maintained.

Get all 50 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=transformers&subcategory=text-to-image-generation&limit=20"

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#	Model	Score	Tier	Stars	Language
1	filipstrand/mflux MLX native implementations of state-of-the-art generative image models	79	Verified	1,882	Python
2	potamides/DeTikZify Synthesizing Graphics Programs for Scientific Figures and Sketches with TikZ.	46	Emerging	1,738	Python
3	FoundationVision/Infinity [CVPR 2025 Oral]Infinity ∞ : Scaling Bitwise AutoRegressive Modeling for...	41	Emerging	1,553	Python
4	zai-org/CogView Text-to-Image generation. The repo for NeurIPS 2021 paper "CogView:...	39	Emerging	1,796	Python
5	EleutherAI/DALLE-mtf Open-AI's DALL-E for large scale training in mesh-tensorflow.	35	Emerging	431	Python
6	TextGeneratorio/text-generator.io Run Vision LLMs, TTS and STT APIs. Website and API for https://text-generator.io	35	Emerging	39	Python
7	kyegomez/Fusion3D An extremely experimental model that intakes images and generates 3D scenes...	35	Emerging	7	Python
8	Alpha-VLLM/Lumina-T2X Lumina-T2X is a unified framework for Text to Any Modality Generation	35	Emerging	2,254	Python
9	amazon-science/text_generation_diffusion_llm_topic Topic Embedding, Text Generation and Modeling using diffusion	32	Emerging	15	Python
10	RishabSA/Sketch2Graphviz Sketch2Graphviz allows you to convert sketches or images of graphs and...	32	Emerging	7	Python
11	ivonajdenkoska/tulip [ICLR 2025] Official code repository for "TULIP: Token-length Upgraded CLIP"	30	Emerging	33	Python
12	allenai/x-lxmert PyTorch code for EMNLP 2020 paper "X-LXMERT: Paint, Caption and Answer...	26	Experimental	50	Python
13	The-Swarm-Corporation/DART DART (Diffusion-Autoregressive Recursive Transformer) is a novel hybrid...	25	Experimental	6	Python
14	aimagelab/Emuru-autoregressive-text-img Official PyTorch implementation for "Zero-Shot Styled Text Image Generation,...	24	Experimental	24	Python
15	renan-siqueira/image-to-text-tool This tool processes images and generates textual descriptions using advanced...	23	Experimental	2	Python
16	FredyRivera-dev/Flux2-from-scratch This repo proposes to implement the Flux2 model from scratch	23	Experimental	6	Python
17	EchoSingh/GitHub_Profile_Picture A guide code to generate your ai profile picture	23	Experimental	1	Python
18	affjljoo3581/Inverse-DALL-E-for-Optical-Character-Recognition Inverse DALL-E for Optical Character Recognition	22	Experimental	38	Python
19	robjsliwa/mlx-sd-single-file-models Single safetensors file support Apple MLX Stable Diffusion	21	Experimental	8	Python
20	andyngdz/exogen_backend ExoGen Backend	21	Experimental	2	Python
21	ArchitAnant/stroxapi Text to Handwriting generation using Diffusion	19	Experimental	—	Python
22	ZicoDiegoRR/stable-diffusion-xl-colab-ui An interactive Jupyter notebook leveraging IPython widgets for the UI and...	19	Experimental	5	Python
23	PRITHIVSAKTHIUR/Kontext-Photo-Mate-v2 Kontext-Photo-Mate-v2 is an advanced image manipulation application built on...	17	Experimental	2	Python
24	avijit-jana/huggingface-nlp-image-tool An end‑to‑end application leveraging Hugging Face pretrained models for...	17	Experimental	2	Jupyter Notebook
25	inuwamobarak/stable-diffusion Implementing a diffusion framework with Hugging Face. Stable diffusion...	16	Experimental	4	Jupyter Notebook
26	Hadifard/image-colorization-project Automatic black and white photo and video colorization using deep learning...	16	Experimental	1	Python
27	maocide/PlotCaption A local, private AI tool to turn any image into rich character lore for...	15	Experimental	8	Python
28	alecremer/Darkroom-CV An End-to-End, Model-Agnostic Computer Vision Framework	15	Experimental	5	Python
29	VachanVY/diffusion-transformer Pytorch and JAX Implementation of Scalable Diffusion Models with...	15	Experimental	8	Python
30	kalpthakkar/ChromaVision-Object-aware-Image-Colorization AI-driven object-aware image colorization system that restores grayscale...	15	Experimental	—	Jupyter Notebook
31	pky1987/Verilume-True-Light-Image-Generator Verilume is a high-fidelity image generation and editing framework built...	14	Experimental	—	Python
32	PRITHIVSAKTHIUR/GALLO-3XL High Quality Image Generation Model - Powered with NVIDIA A100	12	Experimental	13	Python
33	ndrohith09/11th-hour With the use of AI, summarise your movies and bring back the colour in older films.	12	Experimental	1	JavaScript
34	johnamit/sit-faf-generate-edit A deep learning project for Fundus Autofluorescence (FAF) image generation,...	12	Experimental	1	Python
35	PRITHIVSAKTHIUR/Flux-Krea-multi-GPU-Pool A Python-based multi-GPU image generation pipeline using Huggingface...	12	Experimental	1	Python
36	PRITHIVSAKTHIUR/Flux.1-dev-4bit FLUX.1-dev model with 4-bit quantization, quantized model maintains image...	12	Experimental	1	Python
37	PRITHIVSAKTHIUR/Sub-Memory-Efficient-Merging-FluxKreaDev black-forest-labs/FLUX.1-dev and black-forest-labs/FLUX.1-Krea-dev. This...	12	Experimental	1	Python
38	devs-org-in/RemovBG Image Background Remover powered by the RMBG V1.4 model from BRIA AI...	12	Experimental	4	JavaScript
39	krishnakoushik225/CLAP-Optimized-Text-to-Audio-Generation-AudioLDM- Inference-time optimization for diffusion-based text-to-audio generation...	11	Experimental	—	Jupyter Notebook
40	sdtrkl/ai-photo-editing-with-inpainting This project is part of Generative AI Nanodegree by Udacity	11	Experimental	—	Jupyter Notebook
41	dheeren-tejani/mini-sd A lightweight, end-to-end implementation of Stable Diffusion built from...	11	Experimental	—	TypeScript
42	YashBaraii/GiggleGen AI Meme Generator	11	Experimental	—	TypeScript
43	kantkrishan0206-crypto/gen-image3.0 a powerful, large-scale, multimodal model for Text-to-Image generation.	11	Experimental	—	Python
44	charudatta10/ai-igen AI image generator	11	Experimental	—	Python
45	edcalderin/textual-diffuser TextualDiffuser is a text-to-image generation tool powered by Stable...	11	Experimental	—	Python
46	damianoimola/diffit DiffiT: Diffusion Vision Transformers for Image Generation and DiffiP a...	11	Experimental	2	Jupyter Notebook
47	jiaowoguanren0615/DiT-Pytorch This is a warehouse for DiT-pytorch-model, can be used to generate your image dataset	11	Experimental	2	Python
48	Eyelor/text-to-image-item-generator A Python workflow for generating random item images using models from Hugging Face.	10	Experimental	1	Python
49	SARIT42/Image-InPainting-SAM A combination of Image segmentation, Image editing and in-place Image...	10	Experimental	1	Jupyter Notebook
50	SaiLikith14/text_to_image_generation text to image generation	10	Experimental	1	Jupyter Notebook