Video-based Generative Performance Benchmarking on VideoInstruct

Metric: Contextual Understanding (higher is better)

LeaderboardDataset

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#	Model↕	Contextual Understanding▼	Extra Data	Paper	Date↕	Code
1	PPLLaVA-7B-dpo	4.21	No	PPLLaVA: Varied Video Sequence Understanding Wit...	2024-11-04	Code
2	VLM-RLAIF	4	No	Tuning Large Multimodal Models for Videos using ...	2024-02-06	Code
3	PLLaVA-34B	3.9	No	PLLaVA : Parameter-free LLaVA Extension from Ima...	2024-04-25	Code
4	PPLLaVA-7B	3.88	No	PPLLaVA: Varied Video Sequence Understanding Wit...	2024-11-04	Code
5	VideoGPT+	3.74	No	VideoGPT+: Integrating Image and Video Encoders ...	2024-06-13	Code
6	ST-LLM-7B	3.74	No	ST-LLM: Large Language Models Are Effective Temp...	2024-03-30	Code
7	VideoChat2_HD_mistral	3.72	No	MVBench: A Comprehensive Multi-modal Video Under...	2023-11-28	Code
8	IG-VLM-GPT4v	3.61	No	An Image Grid Can Be Worth a Video: Zero-shot Vi...	2024-03-27	Code
9	LLaMA-VID-13B (2 Token)	3.6	No	LLaMA-VID: An Image is Worth 2 Tokens in Large L...	2023-11-28	Code
10	LLaMA-VID-7B (2 Token)	3.53	No	LLaMA-VID: An Image is Worth 2 Tokens in Large L...	2023-11-28	Code
11	VideoChat2	3.51	No	MVBench: A Comprehensive Multi-modal Video Under...	2023-11-28	Code
12	CAT-7B	3.49	No	CAT: Enhancing Multimodal Large Language Model t...	2024-03-07	Code
13	Chat-UniVi	3.46	No	Chat-UniVi: Unified Visual Representation Empowe...	2023-11-14	Code
14	LITA-13B	3.43	No	LITA: Language Instructed Temporal-Localization ...	2024-03-27	Code
15	VTimeLLM	3.4	No	VTimeLLM: Empower LLM to Grasp Video Moments	2023-11-30	Code
16	BT-Adapter	3.27	No	BT-Adapter: Video Conversation is Feasible Witho...	2023-09-27	Code
17	BT-Adapter (zero-shot)	2.89	No	BT-Adapter: Video Conversation is Feasible Witho...	2023-09-27	Code
18	Video-ChatGPT	2.62	No	Video-ChatGPT: Towards Detailed Video Understand...	2023-06-08	Code
19	Video Chat	2.53	No	VideoChat: Chat-Centric Video Understanding	2023-05-10	Code
20	LLaMA Adapter	2.3	No	LLaMA-Adapter V2: Parameter-Efficient Visual Ins...	2023-04-28	Code
21	Video LLaMA	2.16	No	Video-LLaMA: An Instruction-tuned Audio-Visual L...	2023-06-05	Code

#1PPLLaVA-7B-dpoSOTA
4.21
Contextual Understanding· 2024-11-04
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance Code
#2VLM-RLAIFSOTA
4
Contextual Understanding· 2024-02-06
Tuning Large Multimodal Models for Videos using Reinforcement Learning from AI Feedback Code
#3PLLaVA-34B
3.9
Contextual Understanding· 2024-04-25
PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning Code
#4PPLLaVA-7B
3.88
Contextual Understanding· 2024-11-04
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance Code
#5VideoGPT+
3.74
Contextual Understanding· 2024-06-13
VideoGPT+: Integrating Image and Video Encoders for Enhanced Video Understanding Code
#6ST-LLM-7B
3.74
Contextual Understanding· 2024-03-30
ST-LLM: Large Language Models Are Effective Temporal Learners Code
#7VideoChat2_HD_mistralSOTA
3.72
Contextual Understanding· 2023-11-28
MVBench: A Comprehensive Multi-modal Video Understanding Benchmark Code
#8IG-VLM-GPT4v
3.61
Contextual Understanding· 2024-03-27
An Image Grid Can Be Worth a Video: Zero-shot Video Question Answering Using a VLM Code
#9LLaMA-VID-13B (2 Token)
3.6
Contextual Understanding· 2023-11-28
LLaMA-VID: An Image is Worth 2 Tokens in Large Language Models Code
#10LLaMA-VID-7B (2 Token)
3.53
Contextual Understanding· 2023-11-28
LLaMA-VID: An Image is Worth 2 Tokens in Large Language Models Code
#11VideoChat2
3.51
Contextual Understanding· 2023-11-28
MVBench: A Comprehensive Multi-modal Video Understanding Benchmark Code
#12CAT-7B
3.49
Contextual Understanding· 2024-03-07
CAT: Enhancing Multimodal Large Language Model to Answer Questions in Dynamic Audio-Visual Scenarios Code
#13Chat-UniViSOTA
3.46
Contextual Understanding· 2023-11-14
Chat-UniVi: Unified Visual Representation Empowers Large Language Models with Image and Video Understanding Code
#14LITA-13B
3.43
Contextual Understanding· 2024-03-27
LITA: Language Instructed Temporal-Localization Assistant Code
#15VTimeLLM
3.4
Contextual Understanding· 2023-11-30
VTimeLLM: Empower LLM to Grasp Video Moments Code
#16BT-AdapterSOTA
3.27
Contextual Understanding· 2023-09-27
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning Code
#17BT-Adapter (zero-shot)
2.89
Contextual Understanding· 2023-09-27
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning Code
#18Video-ChatGPTSOTA
2.62
Contextual Understanding· 2023-06-08
Video-ChatGPT: Towards Detailed Video Understanding via Large Vision and Language Models Code
#19Video ChatSOTA
2.53
Contextual Understanding· 2023-05-10
VideoChat: Chat-Centric Video Understanding Code
#20LLaMA AdapterSOTA
2.3
Contextual Understanding· 2023-04-28
LLaMA-Adapter V2: Parameter-Efficient Visual Instruction Model Code
#21Video LLaMA
2.16
Contextual Understanding· 2023-06-05
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding Code