FashionFail: Addressing Failure Cases in Fashion Object Detection and Segmentation

arXiv:2404.08582v1 Announce Type: new
Abstract: In the realm of fashion object detection and segmentation for online shopping images, existing state-of-the-art fashion parsing models encounter limitations, particularly when exposed to non-model-worn apparel and close-up shots. To address these failures, we introduce FashionFail; a new fashion dataset with e-commerce images for object detection and segmentation. The dataset is efficiently curated using our novel annotation tool that leverages recent foundation models. The primary objective of FashionFail is to serve as a test bed …

arxiv cases cs.ai cs.cv detection failure fashion object segmentation type