Comments (7)
Some existing solutions to look at:
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Some additional solutions:
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Description
Create a report of an existing solution for separating tracks from a single file. The report should contain:
- Dataset used for training and testing
- preprocessing of inputs
- Evaluation metric performance
- Data flow
- Model used
- Tools/libraries used
Place completed doc in subfolder docs/existing_solutions
Acceptance Criteria
- Points above are included in report
- Peer review complete
- Solution being worked on is stated in the comments
from isolate.
I'm going to be looking at this implementation: https://paperswithcode.com/paper/attention-is-all-you-need-in-speech
from isolate.
I am working on Wave-U-Net.
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I will be working on Spleeter.
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I will create a doc on Demucs
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Related Issues (14)
- Create initial folder structure HOT 1
- Create Initial Readme HOT 1
- Create document outlining the current state of audio track separation
- Test data collection and formatting methods HOT 1
- Train Wav-U-Net & Demucs Models on MUSDB18-HQ dataset HOT 1
- Explore existing source separation libraries HOT 1
- Combine knowledge of past solutions to design a new model HOT 1
- Train Sepformer Model on MUSDB18-HQ dataset HOT 1
- Train Sepformer Model
- Audio Ingestion Command Line Interface
- Data preprocessing and Inference
- Model training with Stereo Input
- Update ReadMe and Requirements.txt
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