AI prompts
base on Lifting ControlNet for Generalized Depth Conditioning # LooseControl: Lifting ControlNet for Generalized Depth Conditioning
[](https://huggingface.co/spaces/shariqfarooq/LooseControl)
[](https://opensource.org/licenses/MIT) 
This is the official repository for our paper:
>#### [LooseControl: Lifting ControlNet for Generalized Depth Conditioning](#)
> ##### [Shariq Farooq Bhat](https://shariqfarooq123.github.io), [Niloy J. Mitra](http://www0.cs.ucl.ac.uk/staff/n.mitra/), [Peter Wonka](http://peterwonka.net/)
[[Project Page]](https://shariqfarooq123.github.io/loose-control/) [[Paper]](https://arxiv.org/abs/2312.03079) [[Demo 🤗]](https://huggingface.co/spaces/shariqfarooq/LooseControl) [[Weights (3D Box Control)]](https://huggingface.co/shariqfarooq/loose-control-3dbox)
# Usage
```bash
git clone https://github.com/shariqfarooq123/LooseControl && cd LooseControl
```
Start the UI:
```python
gradio app.py
```
or use via python API:
```python
from loosecontrol import LooseControlNet
lcn = LooseControlNet("shariqfarooq/loose-control-3dbox")
boxy_depth = ...
prompt = "A photo of a snowman in a desert"
negative_prompt = "blurry, text, caption, lowquality,lowresolution, low res, grainy, ugly"
gen_image_1 = lcn(prompt, negative_prompt=negative_prompt, control_image=boxy_depth)
```
Style preserving edits:
```python
# Fix the 'style' and edit
# Edit 'boxy_depth' -> 'boxy_depth_edited'
lcn.set_cf_attention()
gen_image_edited = lcn.edit(boxy_depth, boxy_depth_edited, prompt, negative_prompt=negative_prompt)
```
# Credits
The Cross Frame attention is adapted from [Text2Video-Zero](https://github.com/Picsart-AI-Research/Text2Video-Zero)
# Citation
```bibtex
@misc{bhat2023loosecontrol,
title={LooseControl: Lifting ControlNet for Generalized Depth Conditioning},
author={Shariq Farooq Bhat and Niloy J. Mitra and Peter Wonka},
year={2023},
eprint={2312.03079},
archivePrefix={arXiv},
primaryClass={cs.CV}
}
```
", Assign "at most 3 tags" to the expected json: {"id":"5797","tags":[]} "only from the tags list I provide: [{"id":77,"name":"3d"},{"id":89,"name":"agent"},{"id":17,"name":"ai"},{"id":54,"name":"algorithm"},{"id":24,"name":"api"},{"id":44,"name":"authentication"},{"id":3,"name":"aws"},{"id":27,"name":"backend"},{"id":60,"name":"benchmark"},{"id":72,"name":"best-practices"},{"id":39,"name":"bitcoin"},{"id":37,"name":"blockchain"},{"id":1,"name":"blog"},{"id":45,"name":"bundler"},{"id":58,"name":"cache"},{"id":21,"name":"chat"},{"id":49,"name":"cicd"},{"id":4,"name":"cli"},{"id":64,"name":"cloud-native"},{"id":48,"name":"cms"},{"id":61,"name":"compiler"},{"id":68,"name":"containerization"},{"id":92,"name":"crm"},{"id":34,"name":"data"},{"id":47,"name":"database"},{"id":8,"name":"declarative-gui "},{"id":9,"name":"deploy-tool"},{"id":53,"name":"desktop-app"},{"id":6,"name":"dev-exp-lib"},{"id":59,"name":"dev-tool"},{"id":13,"name":"ecommerce"},{"id":26,"name":"editor"},{"id":66,"name":"emulator"},{"id":62,"name":"filesystem"},{"id":80,"name":"finance"},{"id":15,"name":"firmware"},{"id":73,"name":"for-fun"},{"id":2,"name":"framework"},{"id":11,"name":"frontend"},{"id":22,"name":"game"},{"id":81,"name":"game-engine "},{"id":23,"name":"graphql"},{"id":84,"name":"gui"},{"id":91,"name":"http"},{"id":5,"name":"http-client"},{"id":51,"name":"iac"},{"id":30,"name":"ide"},{"id":78,"name":"iot"},{"id":40,"name":"json"},{"id":83,"name":"julian"},{"id":38,"name":"k8s"},{"id":31,"name":"language"},{"id":10,"name":"learning-resource"},{"id":33,"name":"lib"},{"id":41,"name":"linter"},{"id":28,"name":"lms"},{"id":16,"name":"logging"},{"id":76,"name":"low-code"},{"id":90,"name":"message-queue"},{"id":42,"name":"mobile-app"},{"id":18,"name":"monitoring"},{"id":36,"name":"networking"},{"id":7,"name":"node-version"},{"id":55,"name":"nosql"},{"id":57,"name":"observability"},{"id":46,"name":"orm"},{"id":52,"name":"os"},{"id":14,"name":"parser"},{"id":74,"name":"react"},{"id":82,"name":"real-time"},{"id":56,"name":"robot"},{"id":65,"name":"runtime"},{"id":32,"name":"sdk"},{"id":71,"name":"search"},{"id":63,"name":"secrets"},{"id":25,"name":"security"},{"id":85,"name":"server"},{"id":86,"name":"serverless"},{"id":70,"name":"storage"},{"id":75,"name":"system-design"},{"id":79,"name":"terminal"},{"id":29,"name":"testing"},{"id":12,"name":"ui"},{"id":50,"name":"ux"},{"id":88,"name":"video"},{"id":20,"name":"web-app"},{"id":35,"name":"web-server"},{"id":43,"name":"webassembly"},{"id":69,"name":"workflow"},{"id":87,"name":"yaml"}]" returns me the "expected json"