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Glaucoma detection automation project. Trained a binary image classifier using CNNs and deployed as a streamlit web app. It takes eye (retinal scan) image as input and outputs whether the person is affected by glaucoma or not.

License: MIT License

Python 100.00%
glaucoma glaucoma-detector fundus-images eye cnns tensorflow keras neural-networks binary-classification image-classification

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glaucoma-detector's Issues

is not working

SNAG-0714

root@2-ubuntu-s-8vcpu-16gb-nyc1-01:~/glaucoma-detector# streamlit run glaucoma_app.py
RuntimeError: module compiled against API version 0xe but this version of numpy is 0xd
2021-06-17 03:15:44.775025: W tensorflow/stream_executor/platform/default/dso_loader.cc:59] Could not load dynamic library 'libcudart.so.10.1'; dlerror: libcudart.so.10.1: cannot open shared object file: No such file or directory
2021-06-17 03:15:44.775070: I tensorflow/stream_executor/cuda/cudart_stub.cc:29] Ignore above cudart dlerror if you do not have a GPU set up on your machine.

  You can now view your Streamlit app in your browser.

  Network URL: http://143.244.172.85:8501
  External URL: http://143.244.172.85:8501

2021-06-17 03:15:45.824426: W tensorflow/stream_executor/platform/default/dso_loader.cc:59] Could not load dynamic library 'libcuda.so.1'; dlerror: libcuda.so.1: cannot open shared object file: No such file or directory
2021-06-17 03:15:45.824465: W tensorflow/stream_executor/cuda/cuda_driver.cc:312] failed call to cuInit: UNKNOWN ERROR (303)
2021-06-17 03:15:45.824491: I tensorflow/stream_executor/cuda/cuda_diagnostics.cc:156] kernel driver does not appear to be running on this host (2-ubuntu-s-8vcpu-16gb-nyc1-01): /proc/driver/nvidia/version does not exist
2021-06-17 03:15:45.824715: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN)to use the following CPU instructions in performance-critical operations:  AVX2 FMA
To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.
2021-06-17 03:15:45.831907: I tensorflow/core/platform/profile_utils/cpu_utils.cc:104] CPU Frequency: 2494085000 Hz
2021-06-17 03:15:45.832359: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x7f13e67b3190 initialized for platform Host (this does not guarantee that XLA will be used). Devices:
2021-06-17 03:15:45.832395: I tensorflow/compiler/xla/service/service.cc:176]   StreamExecutor device (0): Host, Default Version

how can solve?

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