no code implementations • 10 Apr 2024 • Ofir Shifman, Yair Weiss
Our findings reveal that a mere one-pixel translation can result in a significant change in the predicted image representation for approximately 40% of the test images in state-of-the-art models (e. g. open-CLIP trained on LAION-2B or DINO-v2) , while models that are explicitly constructed to be robust to cyclic translations can still be fooled with 1 pixel realistic (non-cyclic) translations 11% of the time.
1 code implementation • 11 May 2022 • Leshem Choshen, Ofir Shifman, Omri Abend
In Grammatical Error Correction, systems are evaluated by the number of errors they correct.