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Papers
A Computational Approach to Visual Metonymy
EACL 2026
FUSE: Fine-Grained and Semantic-Aware Learning for Unified Image Understanding and Generation
AAAI 2026
RealUnify: Do Unified Models Truly Benefit from Unification? A Comprehensive Benchmark
CVPR 2026
TechING: Towards Real World Technical Image Understanding via VLMs
EACL 2026
VQRAE: Representation Quantization Autoencoders for Multimodal Understanding, Generation and Reconstruction
CVPR 2026
Auto-Vocabulary Semantic Segmentation
ICCV 2025
AVG-LLaVA: An Efficient Large Multimodal Model with Adaptive Visual Granularity
ACL 2025
Can Multimodal Large Language Models Understand Spatial Relations?
ACL 2025
Can Multimodal LLMs See Materials Clearly? A Multimodal Benchmark on Materials Characterization
EMNLP 2025
Change Entity-guided Heterogeneous Representation Disentangling for Change Captioning
ACL 2025
DiffusionREC: Diffusion Model with Adaptive Condition for Referring Expression Comprehension
AAAI 2025
DreamSync: Aligning Text-to-Image Generation with Image Understanding Feedback
NAACL 2025
HiRes-LLaVA: Restoring Fragmentation Input in High-Resolution Large Vision-Language Models
CVPR 2025
HRScene: How Far Are VLMs from Effective High-Resolution Image Understanding?
ICCV 2025
Img-Diff: Contrastive Data Synthesis for Multimodal Large Language Models
CVPR 2025
LLaVA-Mini: Efficient Image and Video Large Multimodal Models with One Vision Token
ICLR 2025
Multimodal Autoregressive Pre-training of Large Vision Encoders
CVPR 2025
Multi-Modal Contrastive Masked Autoencoders: A Two-Stage Progressive Pre-training Approach for RGBD Datasets
CVPR 2025
Non-Natural Image Understanding with Advancing Frequency-based Vision Encoders
CVPR 2025
One Diffusion to Generate Them All
CVPR 2025
Scaling Text-Rich Image Understanding via Code-Guided Synthetic Multimodal Data Generation
ACL 2025
See It from My Perspective: How Language Affects Cultural Bias in Image Understanding
ICLR 2025
SynerGen-VL: Towards Synergistic Image Understanding and Generation with Vision Experts and Token Folding
CVPR 2025
TabComp: A Dataset for Visual Table Reading Comprehension
NAACL 2025
TokenFlow: Unified Image Tokenizer for Multimodal Understanding and Generation
CVPR 2025