Model Card for Model ID
Model Details
riffusion-cnet-v2 is a fine-tuned version of Riffusion (created by Seth Forsgren and Hayk Martiros), which is a fine-tuned version of Stable Diffusion for generating spectrograms. We add control to Riffusion through ControlNet, which was developed by Lvmin Zhang and Maneesh Agrawala to add extra control to a SD model. This allows us to solve the task of "audio inpainting", which is not a spatially localized task for spectrograms like it is for images, as the positions of audio stems in a spectrogram are not separable in space.
- Developed by: [Zachary Shah, Neelesh Ramachandran, Mason Wang]
- Model type: [StableDiffusion]
- Language(s) (NLP): [English]
- License: [TBA]
- Finetuned from model: [https://huggingface.co/riffusion/riffusion-model-v1]
Model Sources [optional]
- Repository: [https://github.com/zachary-shah/riff-cnet]
Rest of info to be added at future date.
Uses
Direct Use
[More Information Needed]
Downstream Use [optional]
[More Information Needed]
Out-of-Scope Use
[More Information Needed]
Bias, Risks, and Limitations
[More Information Needed]
Recommendations
Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations.
How to Get Started with the Model
Use the code below to get started with the model.
[More Information Needed]
Training Details
Training Data
[More Information Needed]
Training Procedure
Preprocessing [optional]
[More Information Needed]
Training Hyperparameters
- Training regime: [More Information Needed]
Speeds, Sizes, Times [optional]
[More Information Needed]
Evaluation
Testing Data, Factors & Metrics
Testing Data
[More Information Needed]
Factors
[More Information Needed]
Metrics
[More Information Needed]
Results
[More Information Needed]
Summary
Model Examination [optional]
[More Information Needed]
Environmental Impact
Carbon emissions can be estimated using the Machine Learning Impact calculator presented in Lacoste et al. (2019).
- Hardware Type: [More Information Needed]
- Hours used: [More Information Needed]
- Cloud Provider: [More Information Needed]
- Compute Region: [More Information Needed]
- Carbon Emitted: [More Information Needed]
Technical Specifications [optional]
Model Architecture and Objective
[More Information Needed]
Compute Infrastructure
[More Information Needed]
Hardware
[More Information Needed]
Software
[More Information Needed]
Citation [optional]
BibTeX:
[More Information Needed]
APA:
[More Information Needed]
Glossary [optional]
[More Information Needed]
More Information [optional]
[More Information Needed]
Model Card Authors [optional]
[More Information Needed]
Model Card Contact
[More Information Needed]