PUMA: Empowering Unified MLLM with Multi-granular Visual Generation
Paper
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2410.13861
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Published
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52
MutiModal_Paper
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JanusFlow: Harmonizing Autoregression and Rectified Flow for Unified Multimodal Understanding and Generation
Paper • 2411.07975 • Published • 27 -
Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization
Paper • 2411.10442 • Published • 67 -
Multimodal Autoregressive Pre-training of Large Vision Encoders
Paper • 2411.14402 • Published • 42 -
DINO-X: A Unified Vision Model for Open-World Object Detection and Understanding
Paper • 2411.14347 • Published • 13 -
Large Multi-modal Models Can Interpret Features in Large Multi-modal Models
Paper • 2411.14982 • Published • 15 -
Efficient Long Video Tokenization via Coordinated-based Patch Reconstruction
Paper • 2411.14762 • Published • 11 -
TripletCLIP: Improving Compositional Reasoning of CLIP via Synthetic Vision-Language Negatives
Paper • 2411.02545 • Published • 1 -
Hymba: A Hybrid-head Architecture for Small Language Models
Paper • 2411.13676 • Published • 38 -
SAMURAI: Adapting Segment Anything Model for Zero-Shot Visual Tracking with Motion-Aware Memory
Paper • 2411.11922 • Published • 18 -
ShowUI: One Vision-Language-Action Model for GUI Visual Agent
Paper • 2411.17465 • Published • 76 -
Rethinking Token Reduction in MLLMs: Towards a Unified Paradigm for Training-Free Acceleration
Paper • 2411.17686 • Published • 18 -
DreamMix: Decoupling Object Attributes for Enhanced Editability in Customized Image Inpainting
Paper • 2411.17223 • Published • 5 -
FINECAPTION: Compositional Image Captioning Focusing on Wherever You Want at Any Granularity
Paper • 2411.15411 • Published • 7 -
GMAI-VL & GMAI-VL-5.5M: A Large Vision-Language Model and A Comprehensive Multimodal Dataset Towards General Medical AI
Paper • 2411.14522 • Published • 31 -
Knowledge Transfer Across Modalities with Natural Language Supervision
Paper • 2411.15611 • Published • 15 -
ChatRex: Taming Multimodal LLM for Joint Perception and Understanding
Paper • 2411.18363 • Published • 9 -
EfficientViM: Efficient Vision Mamba with Hidden State Mixer based State Space Duality
Paper • 2411.15241 • Published • 5 -
Collaborative Decoding Makes Visual Auto-Regressive Modeling Efficient
Paper • 2411.17787 • Published • 11 -
On Domain-Specific Post-Training for Multimodal Large Language Models
Paper • 2411.19930 • Published • 24 -
One Token to Seg Them All: Language Instructed Reasoning Segmentation in Videos
Paper • 2409.19603 • Published • 18 -
OMG-LLaVA: Bridging Image-level, Object-level, Pixel-level Reasoning and Understanding
Paper • 2406.19389 • Published • 52 -
AIM: Adaptive Inference of Multi-Modal LLMs via Token Merging and Pruning
Paper • 2412.03248 • Published • 25 -
CompCap: Improving Multimodal Large Language Models with Composite Captions
Paper • 2412.05243 • Published • 18 -
Florence-VL: Enhancing Vision-Language Models with Generative Vision Encoder and Depth-Breadth Fusion
Paper • 2412.04424 • Published • 55 -
POINTS1.5: Building a Vision-Language Model towards Real World Applications
Paper • 2412.08443 • Published • 38 -
Euclid: Supercharging Multimodal LLMs with Synthetic High-Fidelity Visual Descriptions
Paper • 2412.08737 • Published • 51 -
SynerGen-VL: Towards Synergistic Image Understanding and Generation with Vision Experts and Token Folding
Paper • 2412.09604 • Published • 35 -
Learned Compression for Compressed Learning
Paper • 2412.09405 • Published • 11 -
LLaVA-UHD v2: an MLLM Integrating High-Resolution Feature Pyramid via Hierarchical Window Transformer
Paper • 2412.13871 • Published • 17 -
AnySat: An Earth Observation Model for Any Resolutions, Scales, and Modalities
Paper • 2412.14123 • Published • 11 -
FastVLM: Efficient Vision Encoding for Vision Language Models
Paper • 2412.13303 • Published • 13