Question Answering on ActivityNet-QA

Metric: Accuracy (higher is better)

LeaderboardDataset

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Results

#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	Tarsier (34B)	61.6	No	Tarsier: Recipes for Training and Evaluating Lar...	2024-06-30	Code
2	PLLaVA (34B)	60.9	No	PLLaVA : Parameter-free LLaVA Extension from Ima...	2024-04-25	Code
3	PPLLaVA-7B	60.7	No	PPLLaVA: Varied Video Sequence Understanding Wit...	2024-11-04	Code
4	LinVT-Qwen2-VL(7B)	60.1	No	LinVT: Empower Your Image-level Large Language M...	2024-12-06	Code
5	SlowFast-LLaVA-34B	59.2	No	SlowFast-LLaVA: A Strong Training-Free Baseline ...	2024-07-22	Code
6	TS-LLaVA-34B	58.9	No	TS-LLaVA: Constructing Visual Tokens through Thu...	2024-11-17	Code
7	IG-VLM	58.4	No	An Image Grid Can Be Worth a Video: Zero-shot Vi...	2024-03-27	Code
8	LLaVA-Mini	53.5	No	LLaVA-Mini: Efficient Image and Video Large Mult...	2025-01-07	Code
9	Flash-VStream	51.9	No	Flash-VStream: Memory-Based Real-Time Understand...	2024-06-12	Code
10	ST-LLM	50.9	No	ST-LLM: Large Language Models Are Effective Temp...	2024-03-30	Code
11	VideoGPT+	50.6	No	VideoGPT+: Integrating Image and Video Encoders ...	2024-06-13	Code
12	CAT-7B	50.2	No	CAT: Enhancing Multimodal Large Language Model t...	2024-03-07	Code
13	Video-LaVIT	50.1	No	Video-LaVIT: Unified Video-Language Pre-training...	2024-02-05	Code
14	VideoChat2	49.1	No	MVBench: A Comprehensive Multi-modal Video Under...	2023-11-28	Code
15	LLaMA-VID-13B (2 Token)	47.5	No	LLaMA-VID: An Image is Worth 2 Tokens in Large L...	2023-11-28	Code
16	LLaMA-VID-7B (2 Token)	47.4	No	LLaMA-VID: An Image is Worth 2 Tokens in Large L...	2023-11-28	Code
17	Chat-UniVi-13B	46.4	No	Chat-UniVi: Unified Visual Representation Empowe...	2023-11-14	Code
18	MiniGPT4-video-7B	46.3	No	MiniGPT4-Video: Advancing Multimodal LLMs for Vi...	2024-04-04	Code
19	Chat-UniVi	46.1	No	Chat-UniVi: Unified Visual Representation Empowe...	2023-11-14	Code
20	BT-Adapter (zero-shot)	46.1	No	BT-Adapter: Video Conversation is Feasible Witho...	2023-09-27	Code
21	MovieChat	45.7	No	MovieChat: From Dense Token to Sparse Memory for...	2023-07-31	Code
22	Video-LLaVA	45.3	No	Video-LLaVA: Learning United Visual Representati...	2023-11-16	Code
23	Elysium	43.4	No	Elysium: Exploring Object-level Perception in Vi...	2024-03-25	Code
24	Video-ChatGPT	35.2	No	Video-ChatGPT: Towards Detailed Video Understand...	2023-06-08	Code
25	LLaMA Adapter	34.2	No	LLaMA-Adapter V2: Parameter-Efficient Visual Ins...	2023-04-28	Code
26	Video Chat	26.5	No	VideoChat: Chat-Centric Video Understanding	2023-05-10	Code
27	FrozenBiLM	24.7	No	Zero-Shot Video Question Answering via Frozen Bi...	2022-06-16	Code
28	Video LLaMA	12.4	No	Video-LLaMA: An Instruction-tuned Audio-Visual L...	2023-06-05	Code