Video-based Generative Performance Benchmarking on VideoInstruct

Metric: Consistency (higher is better)

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#	Model↕	Consistency▼	Extra Data	Paper	Date↕	Code
1	PPLLaVA-7B-dpo	3.81	No	PPLLaVA: Varied Video Sequence Understanding Wit...	2024-11-04	Code
2	VideoGPT+	3.39	No	VideoGPT+: Integrating Image and Video Encoders ...	2024-06-13	Code
3	VLM-RLAIF	3.32	No	Tuning Large Multimodal Models for Videos using ...	2024-02-06	Code
4	PLLaVA-34B	3.25	No	PLLaVA : Parameter-free LLaVA Extension from Ima...	2024-04-25	Code
5	PPLLaVA-7B	3.2	No	PPLLaVA: Varied Video Sequence Understanding Wit...	2024-11-04	Code
6	LITA-13B	3.19	No	LITA: Language Instructed Temporal-Localization ...	2024-03-27	Code
7	IG-VLM-GPT4v	3.13	No	An Image Grid Can Be Worth a Video: Zero-shot Vi...	2024-03-27	Code
8	CAT-7B	2.89	No	CAT: Enhancing Multimodal Large Language Model t...	2024-03-07	Code
9	VideoChat2_HD_mistral	2.84	No	MVBench: A Comprehensive Multi-modal Video Under...	2023-11-28	Code
10	ST-LLM-7B	2.81	No	ST-LLM: Large Language Models Are Effective Temp...	2024-03-30	Code
11	Chat-UniVi	2.81	No	Chat-UniVi: Unified Visual Representation Empowe...	2023-11-14	Code
12	VideoChat2	2.81	No	MVBench: A Comprehensive Multi-modal Video Under...	2023-11-28	Code
13	LLaMA-VID-13B (2 Token)	2.63	No	LLaMA-VID: An Image is Worth 2 Tokens in Large L...	2023-11-28	Code
14	LLaMA-VID-7B (2 Token)	2.51	No	LLaMA-VID: An Image is Worth 2 Tokens in Large L...	2023-11-28	Code
15	VTimeLLM	2.47	No	VTimeLLM: Empower LLM to Grasp Video Moments	2023-11-30	Code
16	BT-Adapter	2.46	No	BT-Adapter: Video Conversation is Feasible Witho...	2023-09-27	Code
17	Video-ChatGPT	2.37	No	Video-ChatGPT: Towards Detailed Video Understand...	2023-06-08	Code
18	Video Chat	2.24	No	VideoChat: Chat-Centric Video Understanding	2023-05-10	Code
19	BT-Adapter (zero-shot)	2.2	No	BT-Adapter: Video Conversation is Feasible Witho...	2023-09-27	Code
20	LLaMA Adapter	2.15	No	LLaMA-Adapter V2: Parameter-Efficient Visual Ins...	2023-04-28	Code
21	Video LLaMA	1.79	No	Video-LLaMA: An Instruction-tuned Audio-Visual L...	2023-06-05	Code

#1PPLLaVA-7B-dpoSOTA
3.81
Consistency· 2024-11-04
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance Code
#2VideoGPT+SOTA
3.39
Consistency· 2024-06-13
VideoGPT+: Integrating Image and Video Encoders for Enhanced Video Understanding Code
#3VLM-RLAIFSOTA
3.32
Consistency· 2024-02-06
Tuning Large Multimodal Models for Videos using Reinforcement Learning from AI Feedback Code
#4PLLaVA-34B
3.25
Consistency· 2024-04-25
PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning Code
#5PPLLaVA-7B
3.2
Consistency· 2024-11-04
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance Code
#6LITA-13B
3.19
Consistency· 2024-03-27
LITA: Language Instructed Temporal-Localization Assistant Code
#7IG-VLM-GPT4v
3.13
Consistency· 2024-03-27
An Image Grid Can Be Worth a Video: Zero-shot Video Question Answering Using a VLM Code
#8CAT-7B
2.89
Consistency· 2024-03-07
CAT: Enhancing Multimodal Large Language Model to Answer Questions in Dynamic Audio-Visual Scenarios Code
#9VideoChat2_HD_mistralSOTA
2.84
Consistency· 2023-11-28
MVBench: A Comprehensive Multi-modal Video Understanding Benchmark Code
#10ST-LLM-7B
2.81
Consistency· 2024-03-30
ST-LLM: Large Language Models Are Effective Temporal Learners Code
#11Chat-UniViSOTA
2.81
Consistency· 2023-11-14
Chat-UniVi: Unified Visual Representation Empowers Large Language Models with Image and Video Understanding Code
#12VideoChat2
2.81
Consistency· 2023-11-28
MVBench: A Comprehensive Multi-modal Video Understanding Benchmark Code
#13LLaMA-VID-13B (2 Token)
2.63
Consistency· 2023-11-28
LLaMA-VID: An Image is Worth 2 Tokens in Large Language Models Code
#14LLaMA-VID-7B (2 Token)
2.51
Consistency· 2023-11-28
LLaMA-VID: An Image is Worth 2 Tokens in Large Language Models Code
#15VTimeLLM
2.47
Consistency· 2023-11-30
VTimeLLM: Empower LLM to Grasp Video Moments Code
#16BT-AdapterSOTA
2.46
Consistency· 2023-09-27
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning Code
#17Video-ChatGPTSOTA
2.37
Consistency· 2023-06-08
Video-ChatGPT: Towards Detailed Video Understanding via Large Vision and Language Models Code
#18Video ChatSOTA
2.24
Consistency· 2023-05-10
VideoChat: Chat-Centric Video Understanding Code
#19BT-Adapter (zero-shot)
2.2
Consistency· 2023-09-27
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning Code
#20LLaMA AdapterSOTA
2.15
Consistency· 2023-04-28
LLaMA-Adapter V2: Parameter-Efficient Visual Instruction Model Code
#21Video LLaMA
1.79
Consistency· 2023-06-05
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding Code