| From Redundancy to Relevance: Information Flow in LVLMs Across Reasoning Tasks | Jun 4, 2024 | Image CaptioningLanguage Modelling | CodeCode Available | 2 |
| From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models | Oct 13, 2023 | HallucinationImage Captioning | CodeCode Available | 2 |
| LLaVA-PruMerge: Adaptive Token Reduction for Efficient Large Multimodal Models | Mar 22, 2024 | Language ModellingLarge Language Model | CodeCode Available | 2 |
| LVLM-eHub: A Comprehensive Evaluation Benchmark for Large Vision-Language Models | Jun 15, 2023 | HallucinationImage Captioning | CodeCode Available | 2 |
| MC-LLaVA: Multi-Concept Personalized Vision-Language Model | Mar 24, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 2 |
| Are Language Models Puzzle Prodigies? Algorithmic Puzzles Unveil Serious Challenges in Multimodal Reasoning | Mar 6, 2024 | Multimodal ReasoningQuestion Answering | CodeCode Available | 2 |
| LLaMA-VID: An Image is Worth 2 Tokens in Large Language Models | Nov 28, 2023 | Image CaptioningQuestion Answering | CodeCode Available | 2 |
| Large Continual Instruction Assistant | Oct 8, 2024 | Question AnsweringSemantic Similarity | CodeCode Available | 2 |
| Patho-R1: A Multimodal Reinforcement Learning-Based Pathology Expert Reasoner | May 16, 2025 | Cross-Modal RetrievalDiagnostic | CodeCode Available | 2 |
| Towards Generalist Foundation Model for Radiology by Leveraging Web-scale 2D&3D Medical Data | Aug 4, 2023 | Question AnsweringVisual Question Answering | CodeCode Available | 2 |
| LingoQA: Visual Question Answering for Autonomous Driving | Dec 21, 2023 | Autonomous DrivingDecision Making | CodeCode Available | 2 |
| LinVT: Empower Your Image-level Large Language Model to Understand Videos | Dec 6, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 2 |
| GeReA: Question-Aware Prompt Captions for Knowledge-based Visual Question Answering | Feb 4, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 2 |
| GeoChat: Grounded Large Vision-Language Model for Remote Sensing | Nov 24, 2023 | Instruction FollowingLanguage Modeling | CodeCode Available | 2 |
| JourneyDB: A Benchmark for Generative Image Understanding | Jul 3, 2023 | Image CaptioningImage Comprehension | CodeCode Available | 2 |
| Keeping Yourself is Important in Downstream Tuning Multimodal Large Language Model | Mar 6, 2025 | General KnowledgeImage Captioning | 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 |
| MDETR - Modulated Detection for End-to-End Multi-Modal Understanding | Jan 1, 2021 | Phrase GroundingQuestion Answering | CodeCode Available | 2 |
| MouSi: Poly-Visual-Expert Vision-Language Models | Jan 30, 2024 | Image SegmentationImage-text matching | CodeCode Available | 2 |
| Interpreting Chest X-rays Like a Radiologist: A Benchmark with Clinical Reasoning | May 29, 2025 | DiagnosticQuestion Answering | CodeCode Available | 1 |
| Investigating Prompting Techniques for Zero- and Few-Shot Visual Question Answering | Jun 16, 2023 | Image CaptioningQuestion Answering | CodeCode Available | 1 |
| Instruction-Guided Visual Masking | May 30, 2024 | Instruction FollowingVisual Grounding | CodeCode Available | 1 |
| A Comprehensive Evaluation of GPT-4V on Knowledge-Intensive Visual Question Answering | Nov 13, 2023 | Decision MakingExplanation Generation | CodeCode Available | 1 |
| InstructionGPT-4: A 200-Instruction Paradigm for Fine-Tuning MiniGPT-4 | Aug 23, 2023 | Instruction FollowingQuestion Answering | CodeCode Available | 1 |
| InternVL: Scaling up Vision Foundation Models and Aligning for Generic Visual-Linguistic Tasks | Dec 21, 2023 | Image RetrievalImage-to-Text Retrieval | CodeCode Available | 1 |
| InfMLLM: A Unified Framework for Visual-Language Tasks | Nov 12, 2023 | GPUImage Captioning | CodeCode Available | 1 |
| Bottom-Up and Top-Down Attention for Image Captioning and Visual Question Answering | Jul 25, 2017 | Image CaptioningVisual Question Answering | CodeCode Available | 1 |
| Improving Selective Visual Question Answering by Learning from Your Peers | Jun 14, 2023 | Question AnsweringVisual Question Answering | CodeCode Available | 1 |
| IMPACT: A Large-scale Integrated Multimodal Patent Analysis and Creation Dataset for Design Patents | Dec 10, 2024 | Cross-Modal RetrievalImage Classification | CodeCode Available | 1 |
| ChatVLA: Unified Multimodal Understanding and Robot Control with Vision-Language-Action Model | Feb 20, 2025 | Mixture-of-ExpertsQuestion Answering | CodeCode Available | 1 |
| A Comparison of Pre-trained Vision-and-Language Models for Multimodal Representation Learning across Medical Images and Reports | Sep 3, 2020 | Image-text RetrievalMedical Visual Question Answering | CodeCode Available | 1 |
| IllusionVQA: A Challenging Optical Illusion Dataset for Vision Language Models | Mar 23, 2024 | Common Sense ReasoningIn-Context Learning | CodeCode Available | 1 |
| Inst-IT: Boosting Multimodal Instance Understanding via Explicit Visual Prompt Instruction Tuning | Dec 4, 2024 | Multimodal Large Language ModelVideo Understanding | CodeCode Available | 1 |
| I Can't Believe There's No Images! Learning Visual Tasks Using only Language Supervision | Nov 17, 2022 | Image CaptioningQuestion Answering | CodeCode Available | 1 |
| Lever LM: Configuring In-Context Sequence to Lever Large Vision Language Models | Dec 15, 2023 | Image CaptioningIn-Context Learning | CodeCode Available | 1 |
| IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning | Oct 25, 2021 | Arithmetic ReasoningMathematical Question Answering | CodeCode Available | 1 |
| Hypergraph Transformer: Weakly-supervised Multi-hop Reasoning for Knowledge-based Visual Question Answering | Apr 22, 2022 | Question AnsweringVisual Question Answering | CodeCode Available | 1 |
| HyperLLaVA: Dynamic Visual and Language Expert Tuning for Multimodal Large Language Models | Mar 20, 2024 | MMEVisual Question Answering | CodeCode Available | 1 |
| I2I: Initializing Adapters with Improvised Knowledge | Apr 4, 2023 | Continual LearningQuestion Answering | CodeCode Available | 1 |
| IGLUE: A Benchmark for Transfer Learning across Modalities, Tasks, and Languages | Jan 27, 2022 | Cross-Modal RetrievalFew-Shot Learning | CodeCode Available | 1 |
| Boosting Audio Visual Question Answering via Key Semantic-Aware Cues | Jul 30, 2024 | Audio-visual Question AnsweringAudio-Visual Question Answering (AVQA) | CodeCode Available | 1 |
| Answer Mining from a Pool of Images: Towards Retrieval-Based Visual Question Answering | Jun 29, 2023 | Answer GenerationQuestion Answering | CodeCode Available | 1 |
| Bilateral Cross-Modality Graph Matching Attention for Feature Fusion in Visual Question Answering | Dec 14, 2021 | Graph MatchingQuestion Answering | CodeCode Available | 1 |
| Hierarchical Question-Image Co-Attention for Visual Question Answering | May 31, 2016 | Visual DialogVisual Question Answering | CodeCode Available | 1 |
| In Defense of Grid Features for Visual Question Answering | Jan 10, 2020 | Image CaptioningQuestion Answering | CodeCode Available | 1 |
| INF-LLaVA: Dual-perspective Perception for High-Resolution Multimodal Large Language Model | Jul 23, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| How Do Multimodal Large Language Models Handle Complex Multimodal Reasoning? Placing Them in An Extensible Escape Game | Mar 13, 2025 | Multimodal ReasoningQuestion Answering | CodeCode Available | 1 |
| HaloQuest: A Visual Hallucination Dataset for Advancing Multimodal Reasoning | Jul 22, 2024 | BenchmarkingHallucination | CodeCode Available | 1 |
| AntifakePrompt: Prompt-Tuned Vision-Language Models are Fake Image Detectors | Oct 26, 2023 | DeepFake DetectionFace Swapping | CodeCode Available | 1 |
| Hallucination Augmented Contrastive Learning for Multimodal Large Language Model | Dec 12, 2023 | Contrastive LearningHallucination | CodeCode Available | 1 |
