I'm trying to build an intrusion detection device by training a model using footsteps sounds.
I'm trying to do it using TensorFlow.
The problem is that this example does not work at all: I've tried to create a custom word called "footsteps", created a directory in the right place with wavs files in it (with the same format of the example's wavs) and, even if the script finishes running, it does not produce an output file (it prints a path where the output file should be, but the directory does not exists) nor a confusion matrix (it gets printed as 'None') and it says that the validation accuracy is 0%.
I've tried to change approach, starting from the micro_speech example of the TensorFlow lite library.
Even here, I've used this file to produce a new feature vector.
It works fine, but it fails to recognize the footsteps 99% of the times (obviously, since I've "trained" the "model" with just one wav file).
Is there a way to train that example with more files, or a simpler way to do what I need that I somehow missed?
Thanks in advance.
Footsteps recognition on Arduino Nano 33 BLE
175 Views Asked by Riccardo At
0
There are 0 best solutions below
Related Questions in PYTHON
- How to store a date/time in sqlite (or something similar to a date)
- Instagrapi recently showing HTTPError and UnknownError
- How to Retrieve Data from an MySQL Database and Display it in a GUI?
- How to create a regular expression to partition a string that terminates in either ": 45" or ",", without the ": "
- Python Geopandas unable to convert latitude longitude to points
- Influence of Unused FFN on Model Accuracy in PyTorch
- Seeking Python Libraries for Removing Extraneous Characters and Spaces in Text
- Writes to child subprocess.Popen.stdin don't work from within process group?
- Conda has two different python binarys (python and python3) with the same version for a single environment. Why?
- Problem with add new attribute in table with BOTO3 on python
- Can't install packages in python conda environment
- Setting diagonal of a matrix to zero
- List of numbers converted to list of strings to iterate over it. But receiving TypeError messages
- Basic Python Question: Shortening If Statements
- Python and regex, can't understand why some words are left out of the match
Related Questions in TENSORFLOW
- A deterministic GPU implementation of fused batch-norm backprop, when training is disabled, is not currently available
- Keras similarity calculation. Enumerating distance between two tensors, which indicates as lists
- Does tensorflow have a way of calculating input importance for simple neural networks
- How to predict input parameters from target parameter in a machine learning model?
- Windows 10 TensorFlow cannot detect Nvidia GPU
- unable to use ignore_class in SparseCategoricalCrossentropy
- Why is this code not working? I've tried everything and everything seems to be fine, but no
- Why convert jpeg into tfrecords?
- ValueError: The shape of the target variable and the shape of the target value in `variable.assign(value)` must match
- The kernel appears to have died. It will restart automatically. whenever i try to run the plt.imshow() and plt.show() function in jupyter notebook
- Pneumonia detection, using transfer learning
- Cannot install tensorflow ver 2.3.0 (distribution not found)
- AttributeError: module 'keras._tf_keras.keras.layers' has no attribute 'experimental'
- Error while loading .keras model: Layer node index out of bounds
- prediction model with python tensorflow and keras, gives error when predicting
Related Questions in ARDUINO
- How to fix python serial monitor parsing error?
- How can I break bricks?
- Soft WDT reset on Wemos D1 Mini
- Arduino TFT module 240x320 OLED not working
- Async Web Server RP2040 returning ERR_CONNECTION_REFUSED?
- ESP32 Consequtive Interrupt WDT Timeout Exception
- Adafruit BNO08x Lib Not working with PicoRP2040 - PlatformIO
- SPI - R/W to ST95P08 EEPROM
- arduino disambungkan ke konputer nyala dan mati lagi
- How to correctly read POST REQUEST body on ESP32?
- How do I publish sensor data to EMQX broker on Ubuntu from a remote Arduino (no WiFi) interfaced with SIM800L?
- Portenta H7 Baremetal Development and a Little Guidance on Embedded System Learning Roadmap
- Wifi disconnects and connects again and again while using esp8266, max30100 and oled display
- Arduino-cli commands are not found in vscode using WSL, why is this occuring?
- Implementing Image Processing for Dimension Measurement in Arduino-based Packaging System
Related Questions in SOUND-RECOGNITION
- SOLVE:OSError: libsox.so: cannot open shared object file: No such file or directory (to creat HuBERT)
- Sound recognition/Keyword spotting
- Appium CodeceptJS - Mock sound recording - Android
- Expo: Get audio data realtime and send via Socket.IO
- Speech recognition returns unexpected error
- Is it feasible to perform sound recognition training on a mobile device?
- How to fit a scikit model, for feature-vectors of varying lengths
- Sound recognition of beep to start and stop recording MP3 stream
- Footsteps recognition on Arduino Nano 33 BLE
- SoundRecognition won't work, can't find a pyaudio moudule
- Bad types trying to use audio recognition loopback
- Audio Classification based on FFT
- How to properly install a linux package into a Google cloud plateform project?
- Is there any way to compare two spectograms?
- How does Shazam avoid false positives?
Trending Questions
- UIImageView Frame Doesn't Reflect Constraints
- Is it possible to use adb commands to click on a view by finding its ID?
- How to create a new web character symbol recognizable by html/javascript?
- Why isn't my CSS3 animation smooth in Google Chrome (but very smooth on other browsers)?
- Heap Gives Page Fault
- Connect ffmpeg to Visual Studio 2008
- Both Object- and ValueAnimator jumps when Duration is set above API LvL 24
- How to avoid default initialization of objects in std::vector?
- second argument of the command line arguments in a format other than char** argv or char* argv[]
- How to improve efficiency of algorithm which generates next lexicographic permutation?
- Navigating to the another actvity app getting crash in android
- How to read the particular message format in android and store in sqlite database?
- Resetting inventory status after order is cancelled
- Efficiently compute powers of X in SSE/AVX
- Insert into an external database using ajax and php : POST 500 (Internal Server Error)
Popular # Hahtags
Popular Questions
- How do I undo the most recent local commits in Git?
- How can I remove a specific item from an array in JavaScript?
- How do I delete a Git branch locally and remotely?
- Find all files containing a specific text (string) on Linux?
- How do I revert a Git repository to a previous commit?
- How do I create an HTML button that acts like a link?
- How do I check out a remote Git branch?
- How do I force "git pull" to overwrite local files?
- How do I list all files of a directory?
- How to check whether a string contains a substring in JavaScript?
- How do I redirect to another webpage?
- How can I iterate over rows in a Pandas DataFrame?
- How do I convert a String to an int in Java?
- Does Python have a string 'contains' substring method?
- How do I check if a string contains a specific word?