diff --git a/README.md b/README.md
index 2840726..9535bc9 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
---
+The object detector and feature extractor used for the EMMA project.
+
+
+
+
A clean and scalable [PyTorch Lightning and Hydra Template](https://github.com/ashleve/lightning-hydra-template) for deep learning research, with the simplicity of [Hypermodern Python](https://github.com/cjolowicz/cookiecutter-hypermodern-python) tooling.
Assuming you have [pyenv](https://github.com/pyenv/pyenv) and [Poetry](https://python-poetry.org/), clone the repository and run:
@@ -118,64 +124,11 @@ This is organised in very similarly to structure from the [Lightning-Hydra-Templ
- `scripts` — `sh` scripts to run experiments
- `configs` — configurations files using the [Hydra framework](https://hydra.cc/)
-- `docker` — Dockerfiles to ease deployment
- `notebooks` — Jupyter notebook for analysis and exploration
- `storage` — data for training/inference _(and maybe use symlinks to point to other parts of the filesystem)_
-- `tests` — [pytest](https://docs.pytest.org/en/) scripts to verify the code
- `src` — where the main code lives
-## Running things
-
-Train model with default configuration
-
-```bash
-# train on CPU
-python run.py trainer.gpus=0
-
-# train on 1 GPU
-python run.py trainer.gpus=1
-```
-
-Train model with chosen experiment configuration from [configs/experiment/](configs/experiment/)
-
-```bash
-python run.py experiment=experiment_name.yaml
-```
-
-You can override any parameter from command line like this
-```bash
-python run.py trainer.max_epochs=20 datamodule.batch_size=64
-```
-
-Especially when you're trying to specify extra parameters for the class `Trainer` from
-[PyTorch-Lightning](https://pytorch-lightning.readthedocs.io/en/latest/api/pytorch_lightning.trainer.trainer.html#module-pytorch_lightning.trainer.trainer),
-you might run into trouble when running a command like the following:
-
-```bash
-python run.py trainer.precision=16 datamodule.batch_size=64
-```
-
-This is because Hydra allows you to modify only parameters specified in the configuration file. So
-if you don't have `precision` among them, Hydra will complain. If you're sure that the parameters
-is allowed, just change the previous command as follows:
-
-```bash
-python run.py +trainer.precision=16 datamodule.batch_size=64
-```
-
-In this way, Hydra will automatically _append_ the new parameter to the configuration dictionary of
-the `Trainer` we're trying to instantiate.
-
-
-It's annoying, why do I have to do that?
-
-
-
-We're working on a possible fix and we're exploring different options. If you're interested in
-this, please follow this [issue](https://github.com/emma-simbot/research-base/issues/26).
-
-
## Developer tooling
@@ -186,74 +139,10 @@ this, please follow this [issue](https://github.com/emma-simbot/research-base/is
- Automated Python Docstring Formatting with [docformatter](https://github.com/myint/docformatter)
- Continuous integration with [GitHub Actions](https://github.com/features/actions)
- Testing with [pytest](https://docs.pytest.org/en/latest/)
-- Code coverage with [coverage.oy](https://coverage.readthedocs.io/)
+- Code coverage with [coverage.py](https://coverage.readthedocs.io/)
- Static type-checking with [mypy](http://mypy-lang.org/)
- Automated Python syntax updates with [pyupgrade](https://github.com/asottile/pyupgrade)
- Security audit with [Bandit](https://github.com/PyCQA/bandit)
-- Automated release notes with [Release Drafter](https://github.com/release-drafter/release-drafter)
- Manage project labels with [GitHub Labeler](https://github.com/marketplace/actions/github-labeler)
-- Automated dependency updates with [Dependabot](https://dependabot.com/)
-
-### Code style
-
-To ensure all code is standardized, we use [black](https://github.com/psf/black), along with other automatic formatters. To enforce a consistent coding style, we use [Flake8](https://flake8.pycqa.org/en/latest/) with the [wemake-python-styleguide](https://wemake-python-stylegui.de/en/latest/). To verify and enforce type annotations, we use [mypy](https://mypy.readthedocs.io/en/stable/). Common tasks can be called using [Poe the Poet](https://github.com/nat-n/poethepoet).
-
-#### Task runner
-
-[Poe the Poet](https://github.com/nat-n/poethepoet) is a task runner that works well with Poetry. To see what tasks exist, run `poe` in your terminal. If you want to add more tasks, check [the documentation](https://github.com/nat-n/poethepoet) and [what already exists](https://github.com/emma-simbot/research-base/blob/main/pyproject.toml).
-
-If you have issues getting `poe` to work, make sure that you are already within the activated shell (by running `poetry shell`).
-
-#### Formatting
-
-If you want to automatically format on every commit, you can use [pre-commit](https://pre-commit.com/). As mentioned above, run `pre-commit install` and it will install the hooks.
-
-To manually format all files, run
-
-```bash
-poe format
-```
-
-#### Linting
-
-If you want to check the linting rules on the codebase, run
-
-```bash
-poe lint
-```
-
-#### Type checking
-
-If you want to check types on the codebase, run
-
-```bash
-poe typecheck
-```
-
-#### Working with branches
-
-We've settled on a middle ground when it comes to developing: **keep the `main` branch clean**.
-
-Within branches, you can do whatever you want to do, but you should **never push anything directly to the `main` branch**.
-
-For every PR, an automated set of linters and formatters will check your code to see whether it follows the set rules. If it fails, **do not merge** with the `main` branch.
-
-##### Before submitting
-
-1. Run `pytest` to make sure no errors before you start.
-2. Add any changes you want.
-3. Add tests for changes
-4. Add integration test
-5. Run `pytest` again
-6. Run `mypy`
-
-_NOTE: This list needs updating._
-
-## Other repositories
-
-### Inspirations
-
-- [ashleve/Lightning-Hydra-Template](https://github.com/ashleve/lightning-hydra-template)
-- [cjolowicz/cookiecutter-hypermodern-python](https://github.com/cjolowicz/cookiecutter-hypermodern-python)
-- [RasaHQ/rasa](https://github.com/RasaHQ/rasa)
-- [wemake-services/wemake-python-stylguide](https://github.com/wemake-services/wemake-python-styleguide)
+- ~~Automated release notes with [Release Drafter](https://github.com/release-drafter/release-drafter)~~
+- ~~Automated dependency updates with [Dependabot](https://dependabot.com/)~~
@@ -35,11 +35,17 @@
[](https://github.com/emma-heriot-watt/perception/actions/workflows/continuous_integration.yml)
[](https://github.com/emma-heriot-watt/perception/actions/workflows/tests.yml)
+[](https://github.com/emma-heriot-watt/perception/actions/workflows/build-image.yml)