SOMHunter Video Search Tool

The SOMHunter system consists of multiple parts:

• Core
• Data Server
• UI
• Ranking Server
• Documentation

Getting the Sources

Do not forget to also checkout any submodules you wish to use (since somhunter repo itself is just references to submodules).

# Clone with ALL submodules (using SSH)
git clone --recurse-submodules [email protected]:siret-junior/somhunter.git && cd somhunter

If you don't want to run some submodule on the given machine, just do not checkout that submodule and leave the directory empty.

# For example, checkout just core & UI modules
git clone [email protected]:siret-junior/somhunter.git && cd somhunter
git submodule update --init --remote ./somhunter-core/ ./somhunter-ui/

Build & Run with Docker (recommended)

Requires Docker and Docker Compose installed

This will create four images, one for each submodule (core, data-server, ui, ranking server) It will run them and will install each part (download models, dependencies, build core, ...). After that you can run the containers (e.g. with docker-compose).

# Build the images and install all (checked out) modules 
sudo sh install-docker.sh RelWithDebubInfo #< Feel free to use Release or Debug build type as well

# Run all modules on this machine
sudo docker-compose up
# .. or run just some (e.g. core + UI) like this
#           docker-compose services: core, ui, data-server, ranking-server
sudo docker-compose up core ui

If you feel like you'd want to build it in your environment, please see this guide.

Configuring SOMHunter

For more detailed documentation, please see our developer documentation inside somhunter-docs repository.

The pre-built version of the generated Doxygen documentation is available here.

Almost everything can be configured inside the ./somhuner-core/config/config-core.json file.

Different Dataset

First, you need the extracted metadata from extraction-pipeline. To know more about the formats, please see the developer documentation.

To plug in a different dataset, pay attention to the filepaths inside datasets dictionary. Feel free to check example configs that lie next to this file with the suffix saying what dataset it is meant for.

Running (some) Parts Remotely

If you wish to run your tool remotely set local_only field to false. Also all hostname keys must be set correctly as well as CLIP_query_to_vec address. Use the public hostname of the server it will be reachable at.

Running in Competition Setup

If you compete, make sure that server_config dictionar is correctly filled. Also make sure that do_network_requests is true, otherwise the network requests to the evaluation server will be imitated but not actually done.

Using SOMHunter

If everything went well, your SOMHunter should be running. Just visit http://localhost:8080 and enjoy. These are of course default values, if you configured it differently, edit the address accordingly.

Also, Core API specification can be seen (by default) at https://localhost:8080/api/.

To see how to use the application itself, please see our user documentation inside somhunter-docs.

Related Publications

For exploring and referencing the original work, you may find some of the following articles helpful:

• Kratochvíl, M., Veselý, P., Mejzlík, F., & Lokoč, J. (2020, January). SOM-Hunter: Video Browsing with Relevance-to-SOM Feedback Loop. In International Conference on Multimedia Modeling (pp. 790-795). Springer, Cham.
• Mejzlík, F., Veselý, P., Kratochvíl, M., Souček, T., & Lokoč, J. (2020, June). SOMHunter for Lifelog Search. In Proceedings of the Third Annual Workshop on Lifelog Search Challenge (pp. 73-75).
• Kratochvil, M., Mejzlík, F., Veselý, P., Souček, T., & Lokoč, J. (2020, October). SOMHunter: Lightweight Video Search System with SOM-Guided Relevance Feedback. In Proceedings of the 28th ACM International Conference on Multimedia (pp. 4481-4484).
• Veselý, P., Mejzlík, F., & Lokoč, J. (2021, June). SOMHunter V2 at Video Browser Showdown 2021. In International Conference on Multimedia Modeling (pp. 461-466). Springer, Cham.
• Lokoč, J., Mejzlík, F., Veselý, P. & Souček, T. (2021, August). Enhanced SOMHunter for Known-item Search in Lifelog Data. In Proceedings of the 4th Annual Workshop on Lifelog Search Challenge (pp. 71-73).

Licenses

Our Sources

Please see the LICENSE file.

Attached dataset

The attached dataset is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.

For more information, please see: https://ftp.itec.aau.at/datasets/short-casual-videos/

Models downloaded during the installation

During the installation, the script will download two third-party models. You will be prompted to accept this. You need to check that the way you're about to use them is OK with their respective licenses.

• ResNext101: Mettes, P., Koelma, D. C., & Snoek, C. G. (2020). Shuffled ImageNet Banks for Video Event Detection and Search. ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM), 16(2), 1-21.

• ResNet152: https://mxnet.incubator.apache.org/versions/1.9.0/