Video-based Generative Performance Benchmarking on VideoInstruct

Metric: Detail Orientation (higher is better)

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#	Model↕	Detail Orientation▼	Extra Data	Paper	Date↕	Code
1	PPLLaVA-7B-dpo	3.56	No	PPLLaVA: Varied Video Sequence Understanding Wit...	2024-11-04	Code
2	VLM-RLAIF	3.25	No	Tuning Large Multimodal Models for Videos using ...	2024-02-06	Code
3	PLLaVA-34B	3.2	No	PLLaVA : Parameter-free LLaVA Extension from Ima...	2024-04-25	Code
4	PPLLaVA-7B	3.2	No	PPLLaVA: Varied Video Sequence Understanding Wit...	2024-11-04	Code
5	VideoGPT+	3.18	No	VideoGPT+: Integrating Image and Video Encoders ...	2024-06-13	Code
6	VTimeLLM	3.1	No	VTimeLLM: Empower LLM to Grasp Video Moments	2023-11-30	Code
7	ST-LLM-7B	3.05	No	ST-LLM: Large Language Models Are Effective Temp...	2024-03-30	Code
8	LLaMA-VID-13B (2 Token)	3.05	No	LLaMA-VID: An Image is Worth 2 Tokens in Large L...	2023-11-28	Code
9	LLaMA-VID-7B (2 Token)	3	No	LLaMA-VID: An Image is Worth 2 Tokens in Large L...	2023-11-28	Code
10	LITA-13B	2.98	No	LITA: Language Instructed Temporal-Localization ...	2024-03-27	Code
11	CAT-7B	2.95	No	CAT: Enhancing Multimodal Large Language Model t...	2024-03-07	Code
12	VideoChat2_HD_mistral	2.91	No	MVBench: A Comprehensive Multi-modal Video Under...	2023-11-28	Code
13	Chat-UniVi	2.91	No	Chat-UniVi: Unified Visual Representation Empowe...	2023-11-14	Code
14	VideoChat2	2.88	No	MVBench: A Comprehensive Multi-modal Video Under...	2023-11-28	Code
15	IG-VLM-GPT4v	2.8	No	An Image Grid Can Be Worth a Video: Zero-shot Vi...	2024-03-27	Code
16	BT-Adapter	2.69	No	BT-Adapter: Video Conversation is Feasible Witho...	2023-09-27	Code
17	Video-ChatGPT	2.52	No	Video-ChatGPT: Towards Detailed Video Understand...	2023-06-08	Code
18	Video Chat	2.5	No	VideoChat: Chat-Centric Video Understanding	2023-05-10	Code
19	BT-Adapter (zero-shot)	2.46	No	BT-Adapter: Video Conversation is Feasible Witho...	2023-09-27	Code
20	LLaMA Adapter	2.32	No	LLaMA-Adapter V2: Parameter-Efficient Visual Ins...	2023-04-28	Code
21	Video LLaMA	2.18	No	Video-LLaMA: An Instruction-tuned Audio-Visual L...	2023-06-05	Code

#1PPLLaVA-7B-dpoSOTA
3.56
Detail Orientation· 2024-11-04
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance Code
#2VLM-RLAIFSOTA
3.25
Detail Orientation· 2024-02-06
Tuning Large Multimodal Models for Videos using Reinforcement Learning from AI Feedback Code
#3PLLaVA-34B
3.2
Detail Orientation· 2024-04-25
PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning Code
#4PPLLaVA-7B
3.2
Detail Orientation· 2024-11-04
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance Code
#5VideoGPT+
3.18
Detail Orientation· 2024-06-13
VideoGPT+: Integrating Image and Video Encoders for Enhanced Video Understanding Code
#6VTimeLLMSOTA
3.1
Detail Orientation· 2023-11-30
VTimeLLM: Empower LLM to Grasp Video Moments Code
#7ST-LLM-7B
3.05
Detail Orientation· 2024-03-30
ST-LLM: Large Language Models Are Effective Temporal Learners Code
#8LLaMA-VID-13B (2 Token)SOTA
3.05
Detail Orientation· 2023-11-28
LLaMA-VID: An Image is Worth 2 Tokens in Large Language Models Code
#9LLaMA-VID-7B (2 Token)
3
Detail Orientation· 2023-11-28
LLaMA-VID: An Image is Worth 2 Tokens in Large Language Models Code
#10LITA-13B
2.98
Detail Orientation· 2024-03-27
LITA: Language Instructed Temporal-Localization Assistant Code
#11CAT-7B
2.95
Detail Orientation· 2024-03-07
CAT: Enhancing Multimodal Large Language Model to Answer Questions in Dynamic Audio-Visual Scenarios Code
#12VideoChat2_HD_mistral
2.91
Detail Orientation· 2023-11-28
MVBench: A Comprehensive Multi-modal Video Understanding Benchmark Code
#13Chat-UniViSOTA
2.91
Detail Orientation· 2023-11-14
Chat-UniVi: Unified Visual Representation Empowers Large Language Models with Image and Video Understanding Code
#14VideoChat2
2.88
Detail Orientation· 2023-11-28
MVBench: A Comprehensive Multi-modal Video Understanding Benchmark Code
#15IG-VLM-GPT4v
2.8
Detail Orientation· 2024-03-27
An Image Grid Can Be Worth a Video: Zero-shot Video Question Answering Using a VLM Code
#16BT-AdapterSOTA
2.69
Detail Orientation· 2023-09-27
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning Code
#17Video-ChatGPTSOTA
2.52
Detail Orientation· 2023-06-08
Video-ChatGPT: Towards Detailed Video Understanding via Large Vision and Language Models Code
#18Video ChatSOTA
2.5
Detail Orientation· 2023-05-10
VideoChat: Chat-Centric Video Understanding Code
#19BT-Adapter (zero-shot)
2.46
Detail Orientation· 2023-09-27
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning Code
#20LLaMA AdapterSOTA
2.32
Detail Orientation· 2023-04-28
LLaMA-Adapter V2: Parameter-Efficient Visual Instruction Model Code
#21Video LLaMA
2.18
Detail Orientation· 2023-06-05
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding Code