lucataco / kosmos-2

Grounding Multimodal Large Language Models to the World

  • Public
  • 1.9K runs
  • L40S
  • GitHub
  • License

Input

image
*file

Input image

string

Description Type

Default: "Brief"

boolean

Select to show the image with bounding boxes

Default: true

Output

img

img

text

Describe this image in detail: The image features a snowman sitting by a campfire in the snow. He is wearing a hat, scarf, and gloves, with a pot nearby and a cup nearby. The snowman appears to be enjoying the warmth of the fire, and it appears to have a warm and cozy atmosphere. [('a campfire', (71, 81), [(0.171875, 0.015625, 0.484375, 0.984375)]), ('a hat', (109, 114), [(0.515625, 0.046875, 0.828125, 0.234375)]), ('scarf', (116, 121), [(0.515625, 0.234375, 0.890625, 0.578125)]), ('gloves', (127, 133), [(0.515625, 0.390625, 0.640625, 0.515625)]), ('a pot', (140, 145), [(0.078125, 0.609375, 0.265625, 0.859375)]), ('a cup', (157, 162), [(0.890625, 0.765625, 0.984375, 0.984375)])]
Generated in

Run time and cost

This model costs approximately $0.051 to run on Replicate, or 19 runs per $1, but this varies depending on your inputs. It is also open source and you can run it on your own computer with Docker.

This model runs on Nvidia L40S GPU hardware. Predictions typically complete within 53 seconds. The predict time for this model varies significantly based on the inputs.

Readme

About

Implementation of microsoft/kosmos-2-patch14-224

Inspired by the HF space for kosmos-2

@article{kosmos-2,
  title={Kosmos-2: Grounding Multimodal Large Language Models to the World},
  author={Zhiliang Peng and Wenhui Wang and Li Dong and Yaru Hao and Shaohan Huang and Shuming Ma and Furu Wei},
  journal={ArXiv},
  year={2023},
  volume={abs/2306}
}

@article{kosmos-1,
  title={Language Is Not All You Need: Aligning Perception with Language Models},
  author={Shaohan Huang and Li Dong and Wenhui Wang and Yaru Hao and Saksham Singhal and Shuming Ma and Tengchao Lv and Lei Cui and Owais Khan Mohammed and Qiang Liu and Kriti Aggarwal and Zewen Chi and Johan Bjorck and Vishrav Chaudhary and Subhojit Som and Xia Song and Furu Wei},
  journal={ArXiv},
  year={2023},
  volume={abs/2302.14045}
}

@article{metalm,
  title={Language Models are General-Purpose Interfaces},
  author={Yaru Hao and Haoyu Song and Li Dong and Shaohan Huang and Zewen Chi and Wenhui Wang and Shuming Ma and Furu Wei},
  journal={ArXiv},
  year={2022},
  volume={abs/2206.06336}
}