Is it possible to cache images for docker-compose in CircleCI?

I’m aware how to cache dependencies in CircleCI:

- restore_cache:
    keys:
    - my-project-v1-{{ checksum "project.clj" }}
    # fallback to using the latest cache if no exact match is found
    - my-project-v1
- run: lein with-profile test deps
- save_cache:
    paths:
      - ~/.m2
    key: my-project-v1-{{ checksum "project.clj" }}

I’m also aware how to use docker-compose:

- run:
    name: Install Docker Compose
    command: |
      curl -L https://github.com/docker/compose/releases/download/1.24.0/docker-compose-`uname -s`-`uname -m` > ~/docker-compose
      chmod +x ~/docker-compose
      sudo mv ~/docker-compose /usr/local/bin/docker-compose
- run: docker-compose up -d

However, every time the job runs docker-compose up -d, it downloads the images, specified in the docker-compose.yml file. Is there a way to make CircleCI download them once and then use them (until docker-compose.yml is modeified)?