├── README.md └── .gitignore /README.md: -------------------------------------------------------------------------------- 1 | # Risky Object Localization (ROL) in a Driving Scene Dataset 2 | 3 | By Muhammad Monjurul Karim, Drew Racz, Gary Liu, Ziming Li, Yanguang Gong, Michael Incardona, William Li, Ruwen Qin, Zhaozheng Yin 4 | 5 | ## Download 6 | > * Dataset : [Download](https://drive.google.com/drive/folders/164J2F4aI4DpZEEgIUZlvabOMVxWxP2O9?usp=sharing) 7 | > * CNN Feature : [Download](https://drive.google.com/drive/folders/1V5BoyF8QJOxjoPwSDYKuAO8r76gpPg8v?usp=sharing) 8 | 9 | ## Description 10 | 11 | For detailed information about the dataset, kindly refer to our paper. To train and test using this dataset, please download the mentioned extracted CNN features from the `Download` section. 12 | 13 | ## Code for risky object localization in a driving scene 14 | Please refer to [AM-Net Official](https://github.com/monjurulkarim/risky_object) repository for the details of the Code for risky object localization with AM-Net. 15 | 16 | ## Prediction Demo 17 | https://user-images.githubusercontent.com/40798690/190543479-3e5663ef-c0be-4b86-9bac-2302456c5780.mp4 18 | 19 | 20 | ## Citation 21 | 22 | Please cite our paper if you find the dataset useful. 23 | 24 | ``` 25 | @ARTICLE{karim_am_net2023, 26 | author={Karim, Muhammad Monjurul and Yin, Zhaozheng and Qin, Ruwen}, 27 | journal={IEEE Transactions on Intelligent Vehicles}, 28 | title={An Attention-guided Multistream Feature Fusion Network for Early Localization of Risky Traffic Agents in Driving Videos}, 29 | year={2023}, 30 | volume={}, 31 | number={}, 32 | pages={1-12}, 33 | doi={10.1109/TIV.2023.3275543}} 34 | ``` 35 | -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | # Byte-compiled / optimized / DLL files 2 | __pycache__/ 3 | *.py[cod] 4 | *$py.class 5 | 6 | # C extensions 7 | *.so 8 | 9 | # Distribution / packaging 10 | .Python 11 | build/ 12 | develop-eggs/ 13 | dist/ 14 | downloads/ 15 | eggs/ 16 | .eggs/ 17 | lib/ 18 | lib64/ 19 | parts/ 20 | sdist/ 21 | var/ 22 | wheels/ 23 | pip-wheel-metadata/ 24 | share/python-wheels/ 25 | *.egg-info/ 26 | .installed.cfg 27 | *.egg 28 | MANIFEST 29 | 30 | # PyInstaller 31 | # Usually these files are written by a python script from a template 32 | # before PyInstaller builds the exe, so as to inject date/other infos into it. 33 | *.manifest 34 | *.spec 35 | 36 | # Installer logs 37 | pip-log.txt 38 | pip-delete-this-directory.txt 39 | 40 | # Unit test / coverage reports 41 | htmlcov/ 42 | .tox/ 43 | .nox/ 44 | .coverage 45 | .coverage.* 46 | .cache 47 | nosetests.xml 48 | coverage.xml 49 | *.cover 50 | *.py,cover 51 | .hypothesis/ 52 | .pytest_cache/ 53 | 54 | # Translations 55 | *.mo 56 | *.pot 57 | 58 | # Django stuff: 59 | *.log 60 | local_settings.py 61 | db.sqlite3 62 | db.sqlite3-journal 63 | 64 | # Flask stuff: 65 | instance/ 66 | .webassets-cache 67 | 68 | # Scrapy stuff: 69 | .scrapy 70 | 71 | # Sphinx documentation 72 | docs/_build/ 73 | 74 | # PyBuilder 75 | target/ 76 | 77 | # Jupyter Notebook 78 | .ipynb_checkpoints 79 | 80 | # IPython 81 | profile_default/ 82 | ipython_config.py 83 | 84 | # pyenv 85 | .python-version 86 | 87 | # pipenv 88 | # According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. 89 | # However, in case of collaboration, if having platform-specific dependencies or dependencies 90 | # having no cross-platform support, pipenv may install dependencies that don't work, or not 91 | # install all needed dependencies. 92 | #Pipfile.lock 93 | 94 | # PEP 582; used by e.g. github.com/David-OConnor/pyflow 95 | __pypackages__/ 96 | 97 | # Celery stuff 98 | celerybeat-schedule 99 | celerybeat.pid 100 | 101 | # SageMath parsed files 102 | *.sage.py 103 | 104 | # Environments 105 | .env 106 | .venv 107 | env/ 108 | venv/ 109 | ENV/ 110 | env.bak/ 111 | venv.bak/ 112 | 113 | # Spyder project settings 114 | .spyderproject 115 | .spyproject 116 | 117 | # Rope project settings 118 | .ropeproject 119 | 120 | # mkdocs documentation 121 | /site 122 | 123 | # mypy 124 | .mypy_cache/ 125 | .dmypy.json 126 | dmypy.json 127 | 128 | # Pyre type checker 129 | .pyre/ 130 | --------------------------------------------------------------------------------