| Benchmarking Multimodal Retrieval Augmented Generation with Dynamic VQA Dataset and Self-adaptive Planning Agent | Nov 5, 2024 | BenchmarkingHallucination | CodeCode Available | 3 |
| Emu: Generative Pretraining in Multimodality | Jul 11, 2023 | Image CaptioningImage Generation | CodeCode Available | 3 |
| TokenPacker: Efficient Visual Projector for Multimodal LLM | Jul 2, 2024 | Language ModellingLarge Language Model | CodeCode Available | 3 |
| Efficient Multimodal Large Language Models: A Survey | May 17, 2024 | Edge-computingQuestion Answering | CodeCode Available | 3 |
| Emu3: Next-Token Prediction is All You Need | Sep 27, 2024 | All | CodeCode Available | 3 |
| PreFLMR: Scaling Up Fine-Grained Late-Interaction Multi-modal Retrievers | Feb 13, 2024 | Question AnsweringRetrieval | CodeCode Available | 3 |
| Evaluating Text-to-Visual Generation with Image-to-Text Generation | Apr 1, 2024 | Image to textQuestion Answering | CodeCode Available | 3 |
| DriveLM: Driving with Graph Visual Question Answering | Dec 21, 2023 | Autonomous DrivingQuestion Answering | CodeCode Available | 3 |
| MoAI: Mixture of All Intelligence for Large Language and Vision Models | Mar 12, 2024 | AllMixture-of-Experts | CodeCode Available | 3 |
| MLLMs Know Where to Look: Training-free Perception of Small Visual Details with Multimodal LLMs | Feb 24, 2025 | Question AnsweringVisual Question Answering | CodeCode Available | 3 |
| MM-Vet v2: A Challenging Benchmark to Evaluate Large Multimodal Models for Integrated Capabilities | Aug 1, 2024 | MathMM-Vet | CodeCode Available | 3 |
| Lyra: An Efficient and Speech-Centric Framework for Omni-Cognition | Dec 12, 2024 | EgoSchema | CodeCode Available | 3 |
| Mipha: A Comprehensive Overhaul of Multimodal Assistant with Small Language Models | Mar 10, 2024 | Visual Question Answering | CodeCode Available | 3 |
| M3D: Advancing 3D Medical Image Analysis with Multi-Modal Large Language Models | Mar 31, 2024 | Image-text RetrievalLanguage Modeling | CodeCode Available | 3 |
| SkySense: A Multi-Modal Remote Sensing Foundation Model Towards Universal Interpretation for Earth Observation Imagery | Dec 15, 2023 | Contrastive LearningEarth Observation | CodeCode Available | 3 |
| Q-Bench+: A Benchmark for Multi-modal Foundation Models on Low-level Vision from Single Images to Pairs | Feb 11, 2024 | Image Quality AssessmentQuestion Answering | CodeCode Available | 3 |
| Monkey: Image Resolution and Text Label Are Important Things for Large Multi-modal Models | Nov 11, 2023 | Image CaptioningMMR total | CodeCode Available | 3 |
| LLaMA-VID: An Image is Worth 2 Tokens in Large Language Models | Nov 28, 2023 | Image CaptioningQuestion Answering | CodeCode Available | 2 |
| List Items One by One: A New Data Source and Learning Paradigm for Multimodal LLMs | Apr 25, 2024 | Visual GroundingVisual Question Answering | CodeCode Available | 2 |
| LinVT: Empower Your Image-level Large Language Model to Understand Videos | Dec 6, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 2 |
| Large Continual Instruction Assistant | Oct 8, 2024 | Question AnsweringSemantic Similarity | CodeCode Available | 2 |
| Keeping Yourself is Important in Downstream Tuning Multimodal Large Language Model | Mar 6, 2025 | General KnowledgeImage Captioning | CodeCode Available | 2 |
| JourneyDB: A Benchmark for Generative Image Understanding | Jul 3, 2023 | Image CaptioningImage Comprehension | CodeCode Available | 2 |
| LingoQA: Visual Question Answering for Autonomous Driving | Dec 21, 2023 | Autonomous DrivingDecision Making | CodeCode Available | 2 |
| Imp: Highly Capable Large Multimodal Models for Mobile Devices | May 20, 2024 | QuantizationVisual Question Answering | CodeCode Available | 2 |
