Remember, Retrieve and Generate: Understanding Infinite Visual Concepts as Your Personalized Assistant
Paper
•
2410.13360
•
Published
•
8
VLM
-
-
Critic-V: VLM Critics Help Catch VLM Errors in Multimodal Reasoning
Paper • 2411.18203 • Published • 33 -
Towards Interpreting Visual Information Processing in Vision-Language Models
Paper • 2410.07149 • Published • 1 -
Understanding Alignment in Multimodal LLMs: A Comprehensive Study
Paper • 2407.02477 • Published • 21 -
Enhancing Instruction-Following Capability of Visual-Language Models by Reducing Image Redundancy
Paper • 2411.15453 • Published -
Large Multi-modal Models Can Interpret Features in Large Multi-modal Models
Paper • 2411.14982 • Published • 16 -
I Don't Know: Explicit Modeling of Uncertainty with an [IDK] Token
Paper • 2412.06676 • Published • 9 -
From Uncertainty to Trust: Enhancing Reliability in Vision-Language Models with Uncertainty-Guided Dropout Decoding
Paper • 2412.06474 • Published -
OLA-VLM: Elevating Visual Perception in Multimodal LLMs with Auxiliary Embedding Distillation
Paper • 2412.09585 • Published • 10 -
SynerGen-VL: Towards Synergistic Image Understanding and Generation with Vision Experts and Token Folding
Paper • 2412.09604 • Published • 35 -
Analyzing The Language of Visual Tokens
Paper • 2411.05001 • Published • 23 -
LLaVA-UHD v2: an MLLM Integrating High-Resolution Feature Pyramid via Hierarchical Window Transformer
Paper • 2412.13871 • Published • 17 -
FastVLM: Efficient Vision Encoding for Vision Language Models
Paper • 2412.13303 • Published • 13 -
Next Token Prediction Towards Multimodal Intelligence: A Comprehensive Survey
Paper • 2412.18619 • Published • 49 -
Task Preference Optimization: Improving Multimodal Large Language Models with Vision Task Alignment
Paper • 2412.19326 • Published • 18 -
Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization
Paper • 2412.18525 • Published • 62