| VLM-R1: A Stable and Generalizable R1-style Large Vision-Language Model | Apr 10, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 9 |
| DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding | Dec 13, 2024 | Chart UnderstandingMixture-of-Experts | CodeCode Available | 9 |
| Mini-Gemini: Mining the Potential of Multi-modality Vision Language Models | Mar 27, 2024 | Image ClassificationImage Comprehension | CodeCode Available | 7 |
| MiniGPT-v2: large language model as a unified interface for vision-language multi-task learning | Oct 14, 2023 | Image ClassificationImage Description | CodeCode Available | 7 |
| Improved Baselines with Visual Instruction Tuning | Oct 5, 2023 | Factual Inconsistency Detection in Chart CaptioningImage Classification | CodeCode Available | 6 |
| Visual Instruction Tuning | Apr 17, 2023 | 1 Image, 2*2 Stitching3D Question Answering (3D-QA) | CodeCode Available | 6 |
| Efficient Multimodal Learning from Data-centric Perspective | Feb 18, 2024 | Image ClassificationReferring Expression Comprehension | CodeCode Available | 5 |
| Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detection | Mar 9, 2023 | DecoderObject Detection | CodeCode Available | 5 |
| Set-of-Mark Prompting Unleashes Extraordinary Visual Grounding in GPT-4V | Oct 17, 2023 | Interactive SegmentationReferring Expression | CodeCode Available | 4 |
| LLaVA-Med: Training a Large Language-and-Vision Assistant for Biomedicine in One Day | Jun 1, 2023 | Image ClassificationInstruction Following | CodeCode Available | 4 |
| Towards Visual Grounding: A Survey | Dec 28, 2024 | Phrase GroundingReferring Expression | CodeCode Available | 3 |
| MobileVLM : A Fast, Strong and Open Vision Language Assistant for Mobile Devices | Dec 28, 2023 | AutoMLCPU | CodeCode Available | 3 |
| General Object Foundation Model for Images and Videos at Scale | Dec 14, 2023 | Instance SegmentationLong-tail Video Object Segmentation | CodeCode Available | 3 |
| ONE-PEACE: Exploring One General Representation Model Toward Unlimited Modalities | May 18, 2023 | 1 Image, 2*2 StitchiAction Classification | CodeCode Available | 3 |
| Universal Instance Perception as Object Discovery and Retrieval | Mar 12, 2023 | Described Object DetectionGeneralized Referring Expression Comprehension | CodeCode Available | 3 |
| TextRegion: Text-Aligned Region Tokens from Frozen Image-Text Models | May 29, 2025 | Referring ExpressionReferring Expression Comprehension | CodeCode Available | 2 |
| Frontiers in Intelligent Colonoscopy | Oct 22, 2024 | Image Captioning | CodeCode Available | 2 |
| SimVG: A Simple Framework for Visual Grounding with Decoupled Multi-modal Fusion | Sep 26, 2024 | DescriptiveGeneralized Referring Expression Comprehension | CodeCode Available | 2 |
| Revisiting Referring Expression Comprehension Evaluation in the Era of Large Multimodal Models | Jun 24, 2024 | Referring ExpressionReferring Expression Comprehension | CodeCode Available | 2 |
| Elysium: Exploring Object-level Perception in Videos via MLLM | Mar 25, 2024 | ObjectObject Tracking | CodeCode Available | 2 |
| GREC: Generalized Referring Expression Comprehension | Aug 30, 2023 | Generalized Referring Expression ComprehensionReferring Expression | CodeCode Available | 2 |
| MDETR - Modulated Detection for End-to-End Multi-Modal Understanding | Jan 1, 2021 | Phrase GroundingQuestion Answering | CodeCode Available | 2 |
| New Dataset and Methods for Fine-Grained Compositional Referring Expression Comprehension via Specialist-MLLM Collaboration | Feb 27, 2025 | Image ComprehensionReferring Expression | CodeCode Available | 1 |
| RefDrone: A Challenging Benchmark for Referring Expression Comprehension in Drone Scenes | Feb 1, 2025 | Referring ExpressionReferring Expression Comprehension | CodeCode Available | 1 |
| Multi-task Visual Grounding with Coarse-to-Fine Consistency Constraints | Jan 12, 2025 | Image SegmentationReferring Expression | CodeCode Available | 1 |
