HUGGING FACE MODEL INDEX

Search and compare Hugging Face models.

2,728,634 public models indexed from the Hugging Face Hub, with independent VRAM estimates and license signals.

image-text-to-text

Qwen/Qwen3-VL-32B-Instruct-GGUF

Qwen/Qwen3-VL-32B-Instruct-GGUF is a image text to text model indexed for deployment research. Estimated minimum GPU memory is 24 GB. It is publicly listed on Hugging Face.

↓ 23,162♡ 21
32.0B24 GB+ VRAMapache-2.0
Deployment details →
image-to-text

microsoft/kosmos-2-patch14-224

microsoft/kosmos-2-patch14-224 is a image to text model indexed for deployment research. Estimated minimum GPU memory is 8 GB. It is publicly listed on Hugging Face.

↓ 23,148♡ 188
Unknown8 GB+ VRAMmit
Deployment details →
image-to-image

InstantX/Qwen-Image-ControlNet-Union

InstantX/Qwen-Image-ControlNet-Union is a image to image model indexed for deployment research. Estimated minimum GPU memory is 12 GB. It is publicly listed on Hugging Face.

↓ 23,065♡ 124
Unknown12 GB+ VRAMapache-2.0
Deployment details →
image-segmentation

ZhengPeng7/BiRefNet_dynamic

ZhengPeng7/BiRefNet_dynamic is a image segmentation model indexed for deployment research. Estimated minimum GPU memory is 8 GB. It is publicly listed on Hugging Face.

↓ 23,024♡ 10
Unknown8 GB+ VRAMmit
Deployment details →
text-generation

pipecat-ai/phonellm-alpha-1

pipecat-ai/phonellm-alpha-1 is a text generation model indexed for deployment research. Estimated minimum GPU memory is 8 GB. It is publicly listed on Hugging Face.

↓ 23,003♡ 210
Unknown8 GB+ VRAMbsd-2-clause
Deployment details →
image-text-to-text

unsloth/gemma-4-31B-it-unsloth-bnb-4bit

unsloth/gemma-4-31B-it-unsloth-bnb-4bit is a image text to text model indexed for deployment research. Estimated minimum GPU memory is 24 GB. It is publicly listed on Hugging Face.

↓ 22,987♡ 23
31.0B24 GB+ VRAMapache-2.0
Deployment details →
summarization

Falconsai/text_summarization

Falconsai/text_summarization is a summarization model indexed for deployment research. Estimated minimum GPU memory is 8 GB. It is publicly listed on Hugging Face.

↓ 22,883♡ 329
Unknown8 GB+ VRAMapache-2.0
Deployment details →
image-text-to-text

mlx-community/gemma-4-26b-a4b-it-4bit

mlx-community/gemma-4-26b-a4b-it-4bit is a image text to text model indexed for deployment research. Estimated minimum GPU memory is 24 GB. It is publicly listed on Hugging Face.

↓ 22,806♡ 83
26.0B24 GB+ VRAMapache-2.0
Deployment details →
text-generation

z-lab/Qwen3-4B-DFlash-b16

z-lab/Qwen3-4B-DFlash-b16 is a text generation model indexed for deployment research. Estimated minimum GPU memory is 12 GB. It is publicly listed on Hugging Face.

↓ 22,723♡ 31
4.0B12 GB+ VRAMmit
Deployment details →
fill-mask

Exscientia/IgBert

Exscientia/IgBert is a fill mask model indexed for deployment research. Estimated minimum GPU memory is 8 GB. It is publicly listed on Hugging Face.

↓ 22,717♡ 6
Unknown8 GB+ VRAMmit
Deployment details →