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SotA/Natural Language Processing/Visual Question Answering (VQA)/VideoInstruct

Visual Question Answering (VQA) on VideoInstruct

Metric: Correctness of Information (higher is better)

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#Model↕Correctness of Information▼Extra DataPaperDate↕Code
1PPLLaVA-7B-dpo3.85NoPPLLaVA: Varied Video Sequence Understanding Wit...2024-11-04Code
2VLM-RLAIF3.63NoTuning Large Multimodal Models for Videos using ...2024-02-06Code
3PLLaVA-34B3.6NoPLLaVA : Parameter-free LLaVA Extension from Ima...2024-04-25Code
4IG-VLM-GPT4v3.4NoAn Image Grid Can Be Worth a Video: Zero-shot Vi...2024-03-27Code
5VideoChat2_HD_mistral3.4NoMVBench: A Comprehensive Multi-modal Video Under...2023-11-28Code
6PPLLaVA-7B3.32NoPPLLaVA: Varied Video Sequence Understanding Wit...2024-11-04Code
7VideoGPT+3.27NoVideoGPT+: Integrating Image and Video Encoders ...2024-06-13Code
8ST-LLM-7B3.23NoST-LLM: Large Language Models Are Effective Temp...2024-03-30Code
9CAT-7B3.08NoCAT: Enhancing Multimodal Large Language Model t...2024-03-07Code
10LLaMA-VID-13B (2 Token)3.07NoLLaMA-VID: An Image is Worth 2 Tokens in Large L...2023-11-28Code
11VideoChat23.02NoMVBench: A Comprehensive Multi-modal Video Under...2023-11-28Code
12LLaMA-VID-7B (2 Token)2.96NoLLaMA-VID: An Image is Worth 2 Tokens in Large L...2023-11-28Code
13LITA-13B2.94NoLITA: Language Instructed Temporal-Localization ...2024-03-27Code
14Chat-UniVi2.89NoChat-UniVi: Unified Visual Representation Empowe...2023-11-14Code
15VTimeLLM2.78NoVTimeLLM: Empower LLM to Grasp Video Moments2023-11-30Code
16BT-Adapter2.68NoBT-Adapter: Video Conversation is Feasible Witho...2023-09-27Code
17Video-ChatGPT2.4NoVideo-ChatGPT: Towards Detailed Video Understand...2023-06-08Code
18Video Chat2.23NoVideoChat: Chat-Centric Video Understanding2023-05-10Code
19BT-Adapter (zero-shot)2.16NoBT-Adapter: Video Conversation is Feasible Witho...2023-09-27Code
20LLaMA Adapter2.03NoLLaMA-Adapter V2: Parameter-Efficient Visual Ins...2023-04-28Code
21Video LLaMA1.96NoVideo-LLaMA: An Instruction-tuned Audio-Visual L...2023-06-05Code