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

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

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.