multimodal-maestro

👋 hello

Multimodal-Maestro gives you more control over large multimodal models to get the outputs you want. With more effective prompting tactics, you can get multimodal models to do tasks you didn't know (or think!) were possible. Curious how it works? Try our HF space!

💻 install

⚠️ Our package has been renamed to maestro. Install the package in a 3.11>=Python>=3.8 environment.

pip install maestro

🔌 API

🚧 The project is still under construction. The redesigned API is coming soon.

🧑‍🍳 prompting cookbooks

Description	Colab
Prompt LMMs with Multimodal Maestro
Manually annotate ONE image and let GPT-4V annotate ALL of them

🚀 example

Find dog.

>>> The dog is prominently featured in the center of the image with the label [9].

👉 read more

load image
```
import cv2

image = cv2.imread("...")
```

create and refine marks

import maestro

generator = maestro.SegmentAnythingMarkGenerator(device='cuda')
marks = generator.generate(image=image)
marks = maestro.refine_marks(marks=marks)

visualize marks

mark_visualizer = maestro.MarkVisualizer()
marked_image = mark_visualizer.visualize(image=image, marks=marks)

prompt

prompt = "Find dog."

response = maestro.prompt_image(api_key=api_key, image=marked_image, prompt=prompt)

>>> "The dog is prominently featured in the center of the image with the label [9]."

extract related marks

masks = maestro.extract_relevant_masks(text=response, detections=refined_marks)

>>> {'6': array([
...     [False, False, False, ..., False, False, False],
...     [False, False, False, ..., False, False, False],
...     [False, False, False, ..., False, False, False],
...     ...,
...     [ True,  True,  True, ..., False, False, False],
...     [ True,  True,  True, ..., False, False, False],
...     [ True,  True,  True, ..., False, False, False]])
... }

🚧 roadmap

💜 acknowledgement

Set-of-Mark Prompting Unleashes Extraordinary Visual Grounding in GPT-4V by Jianwei Yang, Hao Zhang, Feng Li, Xueyan Zou, Chunyuan Li, Jianfeng Gao.
The Dawn of LMMs: Preliminary Explorations with GPT-4V(ision) by Zhengyuan Yang, Linjie Li, Kevin Lin, Jianfeng Wang, Chung-Ching Lin, Zicheng Liu, Lijuan Wang

🦸 contribution

We would love your help in making this repository even better! If you noticed any bug, or if you have any suggestions for improvement, feel free to open an issue or submit a pull request.

roboflow/maestro

roboflow

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