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 37 text to image generation models tracked. 1 score above 70 (verified tier). The highest-rated is filipstrand/mflux at 73/100 with 1,882 stars. 1 of the top 10 are actively maintained.

Get all 37 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	73	Verified	1,882	Python
2	potamides/DeTikZify Synthesizing Graphics Programs for Scientific Figures and Sketches with TikZ.	53	Established	1,738	Python
3	FoundationVision/Infinity [CVPR 2025 Oral]Infinity ∞ : Scaling Bitwise AutoRegressive Modeling for...	48	Emerging	1,553	Python
4	zai-org/CogView Text-to-Image generation. The repo for NeurIPS 2021 paper "CogView:...	46	Emerging	1,796	Python
5	EleutherAI/DALLE-mtf Open-AI's DALL-E for large scale training in mesh-tensorflow.	42	Emerging	431	Python
6	Alpha-VLLM/Lumina-T2X Lumina-T2X is a unified framework for Text to Any Modality Generation	42	Emerging	2,254	Python
7	TextGeneratorio/text-generator.io Run Vision LLMs, TTS and STT APIs. Website and API for https://text-generator.io	42	Emerging	39	Python
8	kyegomez/Fusion3D An extremely experimental model that intakes images and generates 3D scenes...	39	Emerging	7	Python
9	amazon-science/text_generation_diffusion_llm_topic Topic Embedding, Text Generation and Modeling using diffusion	39	Emerging	15	Python
10	ivonajdenkoska/tulip [ICLR 2025] Official code repository for "TULIP: Token-length Upgraded CLIP"	37	Emerging	33	Python
11	RishabSA/Sketch2Graphviz Sketch2Graphviz allows you to convert sketches or images of graphs and...	36	Emerging	7	Python
12	allenai/x-lxmert PyTorch code for EMNLP 2020 paper "X-LXMERT: Paint, Caption and Answer...	33	Emerging	50	Python
13	aimagelab/Emuru-autoregressive-text-img Official PyTorch implementation for "Zero-Shot Styled Text Image Generation,...	30	Emerging	24	Python
14	EchoSingh/GitHub_Profile_Picture A guide code to generate your ai profile picture	30	Emerging	1	Python
15	renan-siqueira/image-to-text-tool This tool processes images and generates textual descriptions using advanced...	30	Emerging	2	Python
16	affjljoo3581/Inverse-DALL-E-for-Optical-Character-Recognition Inverse DALL-E for Optical Character Recognition	29	Experimental	38	Python
17	robjsliwa/mlx-sd-single-file-models Single safetensors file support Apple MLX Stable Diffusion	28	Experimental	8	Python
18	andyngdz/exogen_backend ExoGen Backend	27	Experimental	2	Python
19	FredyRivera-dev/Flux2-from-scratch This repo proposes to implement the Flux2 model from scratch	25	Experimental	6	Python
20	avijit-jana/huggingface-nlp-image-tool An end‑to‑end application leveraging Hugging Face pretrained models for...	24	Experimental	2	Jupyter Notebook
21	inuwamobarak/stable-diffusion Implementing a diffusion framework with Hugging Face. Stable diffusion...	23	Experimental	4	Jupyter Notebook
22	PRITHIVSAKTHIUR/Kontext-Photo-Mate-v2 Kontext-Photo-Mate-v2 is an advanced image manipulation application built on...	21	Experimental	2	Python
23	PRITHIVSAKTHIUR/GALLO-3XL High Quality Image Generation Model - Powered with NVIDIA A100	19	Experimental	13	Python
24	PRITHIVSAKTHIUR/Sub-Memory-Efficient-Merging-FluxKreaDev black-forest-labs/FLUX.1-dev and black-forest-labs/FLUX.1-Krea-dev. This...	18	Experimental	1	Python
25	PRITHIVSAKTHIUR/Flux.1-dev-4bit FLUX.1-dev model with 4-bit quantization, quantized model maintains image...	18	Experimental	1	Python
26	damianoimola/diffit DiffiT: Diffusion Vision Transformers for Image Generation and DiffiP a...	18	Experimental	2	Jupyter Notebook
27	SaiLikith14/text_to_image_generation text to image generation	17	Experimental	1	Jupyter Notebook
28	Eyelor/text-to-image-item-generator A Python workflow for generating random item images using models from Hugging Face.	17	Experimental	1	Python
29	SARIT42/Image-InPainting-SAM A combination of Image segmentation, Image editing and in-place Image...	17	Experimental	1	Jupyter Notebook
30	krishnakoushik225/CLAP-Optimized-Text-to-Audio-Generation-AudioLDM- Inference-time optimization for diffusion-based text-to-audio generation...	13	Experimental	—	Jupyter Notebook
31	andrewtyw/MathImg2LaTeX Convert pictures of mathematical formulas to LaTeX expressions	12	Experimental	5	Python
32	PRITHIVSAKTHIUR/StableDiffusion Continuous progress in AI research leads to the development of more robust...	12	Experimental	5	Python
33	mwasifanwar/NeuralCanvas AI-powered digital art studio that transforms sketches into photorealistic...	12	Experimental	1	Python
34	jayeshbhandarkar/Text-to-Image-Generator-using-Stable-Diffusion-Model Text to Image Generator and Multilingual Text to Image Generator using...	11	Experimental	3	Jupyter Notebook
35	motartin/PictureFrame A configurable picture viewer	11	Experimental	—	Java
36	AmrMKayid/fanan Art & Creativity in JAX 🎨 💗	11	Experimental	—	Python
37	apiraccini/formulae Simple tool to extract markdown text from images of scientific formulae.	10	Experimental	2	Python