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27 files
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README
BeamformNet
BeamformNet:Deep Learning-Based Beamforming Method for DoA Estimation via Implicit Spatial Signal Focusing and Noise Suppression
The DeepSFNS project file is the official implementation of BeamformNet. Among them, deepSFNS. py is the BeamformNet model file.
Firstly, install the environment according to requirements.txt.
Then run the run.py file by python -u ./run.py --root_path ./DeepSFNS --gen_data_config_path ./dataset/gen_data_config.yaml --train_config_path ./train_config.yaml --model_config_path ./models/deepSFNS_config.yaml --validate_config_path ./validate_config.yaml
Core symbols most depended-on inside this repo
create_worker_seed_traincalled by 9
DeepSFNS/utils/util.py
get_steer_vector
called by 8
DeepSFNS/utils/util.py
get_arrangement
called by 6
DeepSFNS/dataset/gen_data.py
anti_rectifier
called by 5
DeepSFNS/models/subspaceNet.py
RMSE_mode
called by 4
DeepSFNS/utils/metrics.py
create_worker_seed_val
called by 4
DeepSFNS/utils/util.py
train_main
called by 3
DeepSFNS/train.py
normalize_minmax
called by 3
DeepSFNS/show_results.py
Shape
Languages
Python100%
Modules by API surface
DeepSFNS/models/deepSSE.py44 symbols
DeepSFNS/utils/util.py12 symbols
DeepSFNS/models/subspaceNet.py12 symbols
DeepSFNS/utils/dataset.py10 symbols
DeepSFNS/models/daMUSIC.py10 symbols
DeepSFNS/models/deepSFNS.py8 symbols
DeepSFNS/models/IQResNet.py8 symbols
DeepSFNS/utils/loss.py6 symbols
DeepSFNS/dataset/gen_data.py6 symbols
DeepSFNS/utils/metrics.py5 symbols
DeepSFNS/models/source_num_estimator.py5 symbols
DeepSFNS/models/lowSNRNet.py5 symbols
For agents
$ claude mcp add BeamformNet \
-- python -m otcore.mcp_server <graph>