base on A novel human-interaction method for real-time speech extraction on headphones. # Look Once to Hear [](https://arxiv.org/abs/2405.06289) [](https://arxiv.org/pdf/2405.06289) This repository provides code for the paper, __Look Once to Hear: Target Speech Hearing with Noisy Examples__. __Look Once to Hear__ is an intelligent hearable system where users choose to hear a target speaker by just looking at them for a few seconds. This paper won best paper honorable mention 🏆 at CHI 2024. https://github.com/vb000/LookOnceToHear/assets/16723254/49483e4d-9ebe-4c56-a84e-43c30d1cc3b9 ## Setup conda create -n ts-hear python=3.9 conda activate ts-hear pip install -r requirements.txt ## Training Training data includes clean speech, background sounds, head-related transfer functions (HRTFs) and binaural room impulse responses (BRIRs). We use [Scaper](https://github.com/justinsalamon/scaper) toolkit to synthetically generate audio mixtures. Each audio mixture is generated on-the-fly, during training or evaluation, using Scaper's `generate_from_jams` function on a `.jams` specification file. We provide self-contained datasets [here](https://drive.google.com/drive/u/1/folders/1-Jx23GXdjPe33EF5jGZpj6zn-kIm5jHR), with the source `.jams` specifications we used for training. To perform a training run, it is sufficient to download the `.zip` files provided there, unzip the contents to `data/` directory and run this command: python -m src.trainer --config <configs/tsh.json> --run_dir <runs/tsh> [--frac <0.05 (% train/val batches)>] To resume a partial run: python -m src.trainer --config <configs/tsh.json> --run_dir <runs/tsh> ## Evaluation Evaluation is done on speech mixture in similar format as training samples. Checkpoints of the embedding model and the target speech hearing (TSH) model are available [here](https://drive.google.com/file/d/1CP0zbZExcqvNLdP9epyhY4fEVp_oQr59/view?usp=sharing). python -m src.ts_hear_test ", Assign "at most 3 tags" to the expected json: {"id":"10422","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"