Penguin-VL: Exploring the Efficiency Limits of VLM with LLM-based Vision Encoders Paper • 2603.06569 • Published 3 days ago • 70
PixelRefer: A Unified Framework for Spatio-Temporal Object Referring with Arbitrary Granularity Paper • 2510.23603 • Published Oct 27, 2025 • 25
EOC-Bench: Can MLLMs Identify, Recall, and Forecast Objects in an Egocentric World? Paper • 2506.05287 • Published Jun 5, 2025 • 14
VideoRefer Suite: Advancing Spatial-Temporal Object Understanding with Video LLM Paper • 2501.00599 • Published Dec 31, 2024 • 46