Question Answering on MSRVTT-QA

Metric: Accuracy (higher is better)

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	Flash-VStream	72.4	No	Flash-VStream: Memory-Based Real-Time Understand...	2024-06-12	Code
2	PLLaVA (34B)	68.7	No	PLLaVA : Parameter-free LLaVA Extension from Ima...	2024-04-25	Code
3	Elysium	67.5	No	Elysium: Exploring Object-level Perception in Vi...	2024-03-25	Code
4	SlowFast-LLaVA-34B	67.4	No	SlowFast-LLaVA: A Strong Training-Free Baseline ...	2024-07-22	Code
5	Tarsier (34B)	66.4	No	Tarsier: Recipes for Training and Evaluating Lar...	2024-06-30	Code
6	LinVT-Qwen2-VL (7B)	66.2	No	LinVT: Empower Your Image-level Large Language M...	2024-12-06	Code
7	TS-LLaVA-34B	66.2	No	TS-LLaVA: Constructing Visual Tokens through Thu...	2024-11-17	Code
8	PPLLaVA-7B	64.3	No	PPLLaVA: Varied Video Sequence Understanding Wit...	2024-11-04	Code
9	IG-VLM	63.8	No	An Image Grid Can Be Worth a Video: Zero-shot Vi...	2024-03-27	Code
10	ST-LLM	63.2	No	ST-LLM: Large Language Models Are Effective Temp...	2024-03-30	Code
11	CAT-7B	62.1	No	CAT: Enhancing Multimodal Large Language Model t...	2024-03-07	Code
12	VideoGPT+	60.6	No	VideoGPT+: Integrating Image and Video Encoders ...	2024-06-13	Code
13	Vista-LLaMA-7B	60.5	No	Vista-LLaMA: Reliable Video Narrator via Equal D...	2023-12-12	-
14	MiniGPT4-video-7B	59.73	No	MiniGPT4-Video: Advancing Multimodal LLMs for Vi...	2024-04-04	Code
15	LLaVA-Mini	59.5	No	LLaVA-Mini: Efficient Image and Video Large Mult...	2025-01-07	Code
16	Video-LaVIT	59.3	No	Video-LaVIT: Unified Video-Language Pre-training...	2024-02-05	Code
17	Video-LLaVA-7B	59.2	Yes	Video-LLaVA: Learning United Visual Representati...	2023-11-16	Code
18	LLaMA-VID-13B (2 Token)	58.9	No	LLaMA-VID: An Image is Worth 2 Tokens in Large L...	2023-11-28	Code
19	LLaMA-VID-7B (2 Token)	57.7	No	LLaMA-VID: An Image is Worth 2 Tokens in Large L...	2023-11-28	Code
20	SUM-shot+Vicuna	56.8	No	Shot2Story20K: A New Benchmark for Comprehensive...	2023-12-16	Code
21	Omni-VideoAssistant	55.3	No	OmniDataComposer: A Unified Data Structure for M...	2023-08-08	Code
22	Chat-UniVi-7B	55	No	Chat-UniVi: Unified Visual Representation Empowe...	2023-11-14	Code
23	VideoChat2	54.1	No	MVBench: A Comprehensive Multi-modal Video Under...	2023-11-28	Code
24	MovieChat	52.7	No	MovieChat: From Dense Token to Sparse Memory for...	2023-07-31	Code
25	BT-Adapter (zero-shot)	51.2	No	BT-Adapter: Video Conversation is Feasible Witho...	2023-09-27	Code
26	BT-Adapter (zero-shot)	51.2	No	BT-Adapter: Video Conversation is Feasible Witho...	2023-09-27	Code
27	Video-ChatGPT-7B	49.3	No	Video-ChatGPT: Towards Detailed Video Understand...	2023-06-08	Code
28	Video Chat-7B	45	No	VideoChat: Chat-Centric Video Understanding	2023-05-10	Code
29	LLaMA Adapter-7B	43.8	No	LLaMA-Adapter V2: Parameter-Efficient Visual Ins...	2023-04-28	Code
30	Video LLaMA-7B	29.6	No	Video-LLaMA: An Instruction-tuned Audio-Visual L...	2023-06-05	Code