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

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

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.