Objecttracking

Watch Videos from Objecttracking

Download Videos from: https://1drv.ms/u/s!Ar4VGyiVG1e0zpofcWmifuVek-O4tA?e=OcwXdz

Select the Video of the Model you want to watch

Run without docker

Setup

Install Requirements

pip install tensorflow==2.15.1
pip install tensorflow[and-cuda]
pip install torch==2.3.1
pip install torchvision==0.18.1
pip install pandas
pip install ultralytics
pip install matplotlib
pip install opencv-python

Download dataset

Download dataset from: https://1drv.ms/u/s!Ar4VGyiVG1e0zpoUWfBcFrRoqDCeLw?e=SMNNP6

Unzip the file and copy to the ./Objecttracking/src folder

Run CNN-Model

Download Model

Download Model from: https://1drv.ms/u/s!Ar4VGyiVG1e0zpoXH8_dkSf_26dz5Q?e=0ZobZh

Copy Model to src/best_models/CNN/model

cd Objecttracing/src/best_models/CNN/evaluation
python3 prediction_time.py

Run Faster-RCNN Model

Download Model

Download Model from: https://1drv.ms/u/s!Ar4VGyiVG1e0zpoWD5w9wh_KUKBHfQ?e=oOGUDq

Copy Model to src/best_models/faster_rcnn_model/model

cd Objecttracing/src/best_models/faster_rcnn_model/evaluation
python3 prediction_time.py

Run Yolo-Model

Download Model

Download Model from: https://1drv.ms/u/s!Ar4VGyiVG1e0zpoVUfnEomFX6aohRg?e=fRenRW

Copy Model to Objecttracking/src/best_models/yolo_model/model

cd Objecttracing/src/best_models/yolo_model/evaluation
python3 prediction_time.py

Run with docker

Make sure Docker is installed

Setup

Clone this repo

git clone https://github.com/svenkae1234/Objecttracking.git

Download dataset

Download dataset from: https://1drv.ms/u/s!Ar4VGyiVG1e0zpoUWfBcFrRoqDCeLw?e=SMNNP6

Unzip the file and copy to the ./Objecttracking/src folder

Start docker container

cd Objecttracking
docker-compose build
docker-compose up

Run Commands

Switch to Docker Container and run following commands:

pip uninstall -y opencv-python
pip install opencv-python

Run CNN-Model

Download Model

Download Model from: https://1drv.ms/u/s!Ar4VGyiVG1e0zpoXH8_dkSf_26dz5Q?e=0ZobZh

Make sure you setup the Docker Container

Switch to the Docker Container

Copy Model to src/best_models/CNN/model

cd src/best_models/CNN/evaluation
python3 prediction_time.py

Open: http://localhost:8080/vnc.html?autoconnect=1&resize=scale

Run Faster-RCNN Model

Download Model

Download Model from: https://1drv.ms/u/s!Ar4VGyiVG1e0zpoWD5w9wh_KUKBHfQ?e=oOGUDq

Make sure you setup the Docker Container

Switch to the Docker Container

Copy Model to src/best_models/faster_rcnn_model/model

cd src/best_models/faster_rcnn_model/evaluation
python3 prediction_time.py

Open: http://localhost:8080/vnc.html?autoconnect=1&resize=scale

Run Yolo-Model

Download Model

Download Model from: https://1drv.ms/u/s!Ar4VGyiVG1e0zpoVUfnEomFX6aohRg?e=fRenRW

Make sure you setup the Docker Container

Switch to the Docker Container

Copy Model to src/best_models/yolo_model/model

cd src/best_models/yolo_model/evaluation
python3 prediction_time.py

Open: http://localhost:8080/vnc.html?autoconnect=1&resize=scale