Oct 21, 2024 · We propose an adapted training method that combines noisy and synthetic captions, resulting in improvements across both dense and global understanding tasks.
Oct 14, 2024 · This paper presents a spatial-aware text-image pre-training method that combines contrastive image-text learning with self-supervised masked image modeling.
Oct 22, 2024 · TIPS is a general-purpose image-text encoder model, which can be effectively used for dense and global understanding, in vision-only or vision-language tasks.
Oct 21, 2024 · TIPS: Text-Image Pretraining with Spatial Awareness ... We propose an adapted training method that combines noisy and synthetic captions, ...
While image-text representation learning has become very popular in recent years, existing models tend to lack spatial awareness and have limited direct ...
Oct 23, 2024 · TIPS: Text-Image Pretraining with Spatial Awareness. ... While image-text representation learning has become very popular in recent years, ...
TIPS: Text-Image Pretraining with Spatial awareness · 20 Sept 2024 (modified: 02 Dec 2024) · ICLR 2025 Conference Submission · Readers: Everyone ...