Vision-Language Models

SoftCLIP: Softer Cross-Modal Alignment Makes CLIP Stronger AAAI 2024 SonicVisionLM: Playing Sound with Vision Language Models CVPR 2024 SpatialPIN: Enhancing Spatial Reasoning Capabilities of Vision-Language Models through Prompting and Interacting 3D Priors NeurIPS 2024 Structure-CLIP: Towards Scene Graph Knowledge to Enhance Multi-Modal Structured Representations AAAI 2024 Synthesize Diagnose and Optimize: Towards Fine-Grained Vision-Language Understanding CVPR 2024 TabPedia: Towards Comprehensive Visual Table Understanding with Concept Synergy NeurIPS 2024 TCP:Textual-based Class-aware Prompt tuning for Visual-Language Model CVPR 2024 TempCompass: Do Video LLMs Really Understand Videos? ACL 2024 The Devil is in the Fine-Grained Details: Evaluating Open-Vocabulary Object Detectors for Fine-Grained Understanding CVPR 2024 Toward Open-Set Human Object Interaction Detection AAAI 2024 Towards Better Vision-Inspired Vision-Language Models CVPR 2024 Towards Difficulty-Agnostic Efficient Transfer Learning for Vision-Language Models EMNLP 2024 Towards More Unified In-context Visual Understanding CVPR 2024 TripletCLIP: Improving Compositional Reasoning of CLIP via Synthetic Vision-Language Negatives NeurIPS 2024 TroL: Traversal of Layers for Large Language and Vision Models EMNLP 2024 Tune-An-Ellipse: CLIP Has Potential to Find What You Want CVPR 2024 UniBench: Visual Reasoning Requires Rethinking Vision-Language Beyond Scaling NeurIPS 2024 UNICORN: A Unified Causal Video-Oriented Language-Modeling Framework for Temporal Video-Language Tasks EMNLP 2024 Unified Generative and Discriminative Training for Multi-modal Large Language Models NeurIPS 2024 Unifying Multimodal Retrieval via Document Screenshot Embedding EMNLP 2024 UniTabNet: Bridging Vision and Language Models for Enhanced Table Structure Recognition EMNLP 2024 Universal Segmentation at Arbitrary Granularity with Language Instruction CVPR 2024 Unraveling the Truth: Do VLMs really Understand Charts? A Deep Dive into Consistency and Robustness EMNLP 2024 Unveiling Encoder-Free Vision-Language Models NeurIPS 2024 UOUO: Uncontextualized Uncommon Objects for Measuring Knowledge Horizons of Vision Language Models EMNLP 2024