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Implementation for my bachelor thesis "Anomaly Detection in Camera Trap Images"

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Felix Kleinsteuber 755dcfd443 Added readme 2 years ago
deprecated 4e25520634 docs 2 years ago
imgs 75b01eda47 updates 2 years ago
plots 4e25520634 docs 2 years ago
py 4e25520634 docs 2 years ago
session_scans 007915bc0a more results 2 years ago
visualization d3e69b0984 updated plots 2 years ago
.gitignore d7d2362438 more eval 2 years ago
Kadaverbilder_leer.csv 27aa92b698 annotator 3 years ago
README.md 755dcfd443 Added readme 2 years ago
analyze_dataset.ipynb 3bcf9949c8 documentation and ordering 2 years ago
analyze_labels.ipynb 3bcf9949c8 documentation and ordering 2 years ago
approach1a_basic_frame_differencing.ipynb 3de5549007 updates 2 years ago
approach1b_histograms.ipynb f3916a4103 plots 3 years ago
approach2_background_estimation.ipynb 3de5549007 updates 2 years ago
approach3_boxplot.ipynb d3e69b0984 updated plots 2 years ago
approach3_local_features.ipynb 75b01eda47 updates 2 years ago
approach4_autoencoder.ipynb d3e69b0984 updated plots 2 years ago
approach4_boxplot.ipynb 4e25520634 docs 2 years ago
check_csv.ipynb 3bcf9949c8 documentation and ordering 2 years ago
csv_test_images.npy 3bcf9949c8 documentation and ordering 2 years ago
dataset_stats.npy 211141371e initial commit 3 years ago
eval_autoencoder.py d7d2362438 more eval 2 years ago
eval_bow.py d7d2362438 more eval 2 years ago
generate_lapseless_session.ipynb 4e25520634 docs 2 years ago
get_image_exif.ipynb 211141371e initial commit 3 years ago
index.ipynb 4e25520634 docs 2 years ago
lapseDates_1.npy 211141371e initial commit 3 years ago
motionDates_1.npy 211141371e initial commit 3 years ago
quick_label.py 007915bc0a more results 2 years ago
read_csv_annotations.ipynb 007915bc0a more results 2 years ago
resize_session.ipynb 75b01eda47 updates 2 years ago
scan_sessions.ipynb 9d8148f751 frame differencing approaches (generally not successful) 3 years ago
scan_sessions.txt 167726d971 session scan + results 3 years ago
train_autoencoder.py 75b01eda47 updates 2 years ago
train_bow.py d7d2362438 more eval 2 years ago

README.md

Anomaly Detection in Camera Trap Images

This is the source code for my bachelor thesis with the subject "Anomaly Detection in Camera Trap Images" at the Computer Vision Group, Friedrich-Schiller-Universität Jena.

An overview of all files can be found in index.ipynb.