JEVision

Give JEVision an image, a question, and possible answers. It returns a probability for each answer.

• Image + text input. Designed for fast visual decisions.
• About 0.4 seconds: median 356 ms on our 100-request local test, using an RTX 5060 Ti 16 GB. Loading, network time, and queues are excluded.
• 135 MB download is the adapter and decision head. The setup below also downloads the required Qwen3.5-4B base model.

Run it

Requirements: Linux or Windows WSL2, Python 3.10+, Docker with NVIDIA GPU support, and an NVIDIA GPU. Tested on an RTX 5060 Ti 16 GB. First setup downloads several GB and takes time.

Run these commands in a Linux/WSL terminal:

python3 -m venv .venv
source .venv/bin/activate
python -m pip install --upgrade huggingface_hub
hf download heack/JEVision --local-dir jevision
cd jevision
docker build -t jevision-local .
docker run --rm -v "$PWD:/release" -w /release jevision-local download_base.py --root /release/data
docker run --rm --gpus all -v "$PWD:/release" -w /release jevision-local example.py --root /release/data --checkpoint /release

The example creates three colored images and checks all nine predictions. A successful run exits without an error and saves verification.json.

To test your own picture, copy it into the jevision folder as photo.png, then run:

docker run --rm --gpus all -v "$PWD:/release" -w /release jevision-local example.py --root /release/data --checkpoint /release --image photo.png --question "Which animal is visible?" --choices cat,dog,bird

Choose answers that match your question. The output contains each answer's probability. Keep the data folder to avoid downloading the base again.

Results

Internal evaluation: 94.14% accuracy over 2,423 questions from 900 labeled states. These are internal results, not an independent benchmark. The Docker runtime and image examples passed on the tested GPU.

Evaluation · Usage verification · Technical details

Online API

No hosted endpoint is available yet. Hugging Face rejected this account's ZeroGPU deployment request with a PRO subscription requirement. The commands above run the model locally.

License

Noncommercial use: CC BY-NC-SA 4.0. Commercial use: US$1,000 once for a perpetual license to this model's purchased version. Each model is licensed separately. Hosting and API usage are not included. Upstream licenses and prior valid rights remain in effect.

Select USD and include heack/JEVision, your Hugging Face username, and the licensee's name with your payment. Read the commercial terms.