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

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

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.