For The Frill Of It

For The Frill Of It

Ruffles and scalloped edges step in with a quiet confidence this season, bringing texture and shape without overwhelming the look. These subtle details add interest to everyday pieces—an unexpected hemline…
Do We Still Need Complex Vision-Language Pipelines? Researchers from ByteDance and WHU Introduce Pixel-SAIL—A Single Transformer Model for Pixel-Level Understanding That Outperforms 7B MLLMs

Do We Still Need Complex Vision-Language Pipelines? Researchers from ByteDance and WHU Introduce Pixel-SAIL—A Single Transformer Model for Pixel-Level Understanding That Outperforms 7B MLLMs

MLLMs have recently advanced in handling fine-grained, pixel-level visual understanding, thereby expanding their applications to tasks such as precise region-based editing and segmentation. Despite their effectiveness, most existing approaches rely…