| Referring Expression Instance Retrieval and A Strong End-to-End Baseline | Jun 23, 2025 | Image RetrievalReferring Expression | —Unverified | 0 |
| Synthetic Visual Genome | Jun 9, 2025 | Referring ExpressionReferring Expression Comprehension | —Unverified | 0 |
| TextRegion: Text-Aligned Region Tokens from Frozen Image-Text Models | May 29, 2025 | Referring ExpressionReferring Expression Comprehension | CodeCode Available | 2 |
| WeakMCN: Multi-task Collaborative Network for Weakly Supervised Referring Expression Comprehension and Segmentation | May 24, 2025 | Contrastive LearningReferring Expression | CodeCode Available | 0 |
| VLM-R1: A Stable and Generalizable R1-style Large Vision-Language Model | Apr 10, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 9 |
| Beyond Object Categories: Multi-Attribute Reference Understanding for Visual Grounding | Mar 25, 2025 | AttributeObject | —Unverified | 0 |
| GeoRSMLLM: A Multimodal Large Language Model for Vision-Language Tasks in Geoscience and Remote Sensing | Mar 16, 2025 | Change DetectionImage Captioning | —Unverified | 0 |
| New Dataset and Methods for Fine-Grained Compositional Referring Expression Comprehension via Specialist-MLLM Collaboration | Feb 27, 2025 | Image ComprehensionReferring Expression | CodeCode Available | 1 |
| Exploring Spatial Language Grounding Through Referring Expressions | Feb 4, 2025 | Image CaptioningNegation | —Unverified | 0 |
| RefDrone: A Challenging Benchmark for Referring Expression Comprehension in Drone Scenes | Feb 1, 2025 | Referring ExpressionReferring Expression Comprehension | CodeCode Available | 1 |
| FLORA: Formal Language Model Enables Robust Training-free Zero-shot Object Referring Analysis | Jan 17, 2025 | Bayesian InferenceLanguage Modeling | —Unverified | 0 |
| Omni-RGPT: Unifying Image and Video Region-level Understanding via Token Marks | Jan 14, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Multi-task Visual Grounding with Coarse-to-Fine Consistency Constraints | Jan 12, 2025 | Image SegmentationReferring Expression | CodeCode Available | 1 |
| Hierarchical Alignment-enhanced Adaptive Grounding Network for Generalized Referring Expression Comprehension | Jan 2, 2025 | Generalized Referring Expression ComprehensionGeneralized Referring Expression Segmentation | —Unverified | 0 |
| Task-aware Cross-modal Feature Refinement Transformer with Large Language Models for Visual Grounding | Jan 1, 2025 | Referring ExpressionReferring Expression Comprehension | —Unverified | 0 |
| DViN: Dynamic Visual Routing Network for Weakly Supervised Referring Expression Comprehension | Jan 1, 2025 | DescriptiveReferring Expression | —Unverified | 0 |
| Towards Visual Grounding: A Survey | Dec 28, 2024 | Phrase GroundingReferring Expression | CodeCode Available | 3 |
| DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding | Dec 13, 2024 | Chart UnderstandingMixture-of-Experts | CodeCode Available | 9 |
| Harlequin: Color-driven Generation of Synthetic Data for Referring Expression Comprehension | Nov 22, 2024 | Referring ExpressionReferring Expression Comprehension | —Unverified | 0 |
| Frontiers in Intelligent Colonoscopy | Oct 22, 2024 | Image Captioning | CodeCode Available | 2 |
| Griffon-G: Bridging Vision-Language and Vision-Centric Tasks via Large Multimodal Models | Oct 21, 2024 | Instruction Followingobject-detection | CodeCode Available | 0 |
| SimVG: A Simple Framework for Visual Grounding with Decoupled Multi-modal Fusion | Sep 26, 2024 | DescriptiveGeneralized Referring Expression Comprehension | CodeCode Available | 2 |
| Uni-Med: A Unified Medical Generalist Foundation Model For Multi-Task Learning Via Connector-MoE | Sep 26, 2024 | image-classificationImage Classification | CodeCode Available | 1 |
| FineCops-Ref: A new Dataset and Task for Fine-Grained Compositional Referring Expression Comprehension | Sep 23, 2024 | Image ComprehensionReferring Expression | CodeCode Available | 1 |
| MaPPER: Multimodal Prior-guided Parameter Efficient Tuning for Referring Expression Comprehension | Sep 20, 2024 | cross-modal alignmentReferring Expression | CodeCode Available | 1 |