Video Question Answering on MSRVTT-QA

Metric: Confidence Score (lower is better)

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#	Model↕	Confidence Score▲	Extra Data	Paper	Date↕	Code
1	Video LLaMA-7B	1.8	No	Video-LLaMA: An Instruction-tuned Audio-Visual L...	2023-06-05	Code
2	Video Chat-7B	2.5	No	VideoChat: Chat-Centric Video Understanding	2023-05-10	Code
3	MovieChat	2.6	No	MovieChat: From Dense Token to Sparse Memory for...	2023-07-31	Code
4	LLaMA Adapter-7B	2.7	No	LLaMA-Adapter V2: Parameter-Efficient Visual Ins...	2023-04-28	Code
5	Video-ChatGPT-7B	2.8	No	Video-ChatGPT: Towards Detailed Video Understand...	2023-06-08	Code
6	BT-Adapter (zero-shot)	2.9	No	BT-Adapter: Video Conversation is Feasible Witho...	2023-09-27	Code
7	BT-Adapter (zero-shot)	2.9	No	BT-Adapter: Video Conversation is Feasible Witho...	2023-09-27	Code
8	Chat-UniVi-7B	3.1	No	Chat-UniVi: Unified Visual Representation Empowe...	2023-11-14	Code
9	Elysium	3.2	No	Elysium: Exploring Object-level Perception in Vi...	2024-03-25	Code
10	LLaMA-VID-7B (2 Token)	3.2	No	LLaMA-VID: An Image is Worth 2 Tokens in Large L...	2023-11-28	Code
11	Vista-LLaMA-7B	3.3	No	Vista-LLaMA: Reliable Video Narrator via Equal D...	2023-12-12	-
12	Video-LaVIT	3.3	No	Video-LaVIT: Unified Video-Language Pre-training...	2024-02-05	Code
13	LLaMA-VID-13B (2 Token)	3.3	No	LLaMA-VID: An Image is Worth 2 Tokens in Large L...	2023-11-28	Code
14	Omni-VideoAssistant	3.3	No	OmniDataComposer: A Unified Data Structure for M...	2023-08-08	Code
15	VideoChat2	3.3	No	MVBench: A Comprehensive Multi-modal Video Under...	2023-11-28	Code
16	Flash-VStream	3.4	No	Flash-VStream: Memory-Based Real-Time Understand...	2024-06-12	Code
17	ST-LLM	3.4	No	ST-LLM: Large Language Models Are Effective Temp...	2024-03-30	Code
18	PPLLaVA-7B	3.5	No	PPLLaVA: Varied Video Sequence Understanding Wit...	2024-11-04	Code
19	IG-VLM	3.5	No	An Image Grid Can Be Worth a Video: Zero-shot Vi...	2024-03-27	Code
20	CAT-7B	3.5	No	CAT: Enhancing Multimodal Large Language Model t...	2024-03-07	Code
21	Video-LLaVA-7B	3.5	Yes	Video-LLaVA: Learning United Visual Representati...	2023-11-16	Code
22	PLLaVA (34B)	3.6	No	PLLaVA : Parameter-free LLaVA Extension from Ima...	2024-04-25	Code
23	TS-LLaVA-34B	3.6	No	TS-LLaVA: Constructing Visual Tokens through Thu...	2024-11-17	Code
24	VideoGPT+	3.6	No	VideoGPT+: Integrating Image and Video Encoders ...	2024-06-13	Code
25	LLaVA-Mini	3.6	No	LLaVA-Mini: Efficient Image and Video Large Mult...	2025-01-07	Code
26	SlowFast-LLaVA-34B	3.7	No	SlowFast-LLaVA: A Strong Training-Free Baseline ...	2024-07-22	Code
27	Tarsier (34B)	3.7	No	Tarsier: Recipes for Training and Evaluating Lar...	2024-06-30	Code
28	LinVT-Qwen2-VL (7B)	4	No	LinVT: Empower Your Image-level Large Language M...	2024-12-06	Code