---
license: mit
language:
- en
tags:
- text-image
- adversarial
- real-world
- unusual
- computer-vision
- multimodal
- image
- text
size_categories:
- n<1K
---
### (Un-)usual objects in (un-)usual places
## A small Text-Image dataset to confuse, probe (and improve) SOTA (2024) machine vision models.

To be continued (with further examples added)...

Example results from LMSYS ARENA (June 2024):

![image/jpeg](https://cdn-uploads.huggingface.co/production/uploads/6490359a877fc29cb1b09451/9_OYdV7YptPvthTrndaIM.jpeg)

![image/jpeg](https://cdn-uploads.huggingface.co/production/uploads/6490359a877fc29cb1b09451/S8ip7O2kP4czzUxpNsjfd.jpeg)

![image/jpeg](https://cdn-uploads.huggingface.co/production/uploads/6490359a877fc29cb1b09451/vDZKT7UDw4yVKdI2XVPBo.jpeg)