Ryan Ramos

Processing and acquisition traces in visual encoders: What does CLIP know about your camera?

Prior work has analyzed the robustness of visual encoders to image transformations and corruptions, particularly in cases where such alterations are not seen during training. When this occurs, they introduce a form of distribution shift at test time, often leading to performance degradation. The pri…