Video-based Generative Performance Benchmarking on VideoInstruct

Metric: Temporal Understanding (higher is better)

LeaderboardDataset

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#	Model↕	Temporal Understanding▼	Extra Data	Paper	Date↕	Code
1	VLM-RLAIF	3.23	No	Tuning Large Multimodal Models for Videos using ...	2024-02-06	Code
2	PPLLaVA-7B-dpo	3.21	No	PPLLaVA: Varied Video Sequence Understanding Wit...	2024-11-04	Code
3	PPLLaVA-7B	3	No	PPLLaVA: Varied Video Sequence Understanding Wit...	2024-11-04	Code
4	ST-LLM-7B	2.93	No	ST-LLM: Large Language Models Are Effective Temp...	2024-03-30	Code
5	IG-VLM-GPT4v	2.89	No	An Image Grid Can Be Worth a Video: Zero-shot Vi...	2024-03-27	Code
6	VideoGPT+	2.83	No	VideoGPT+: Integrating Image and Video Encoders ...	2024-06-13	Code
7	CAT-7B	2.81	No	CAT: Enhancing Multimodal Large Language Model t...	2024-03-07	Code
8	LITA-13B	2.68	No	LITA: Language Instructed Temporal-Localization ...	2024-03-27	Code
9	PLLaVA-34B	2.67	No	PLLaVA : Parameter-free LLaVA Extension from Ima...	2024-04-25	Code
10	VideoChat2	2.66	No	MVBench: A Comprehensive Multi-modal Video Under...	2023-11-28	Code
11	VideoChat2_HD_mistral	2.65	No	MVBench: A Comprehensive Multi-modal Video Under...	2023-11-28	Code
12	LLaMA-VID-13B (2 Token)	2.58	No	LLaMA-VID: An Image is Worth 2 Tokens in Large L...	2023-11-28	Code
13	VTimeLLM	2.49	No	VTimeLLM: Empower LLM to Grasp Video Moments	2023-11-30	Code
14	LLaMA-VID-7B (2 Token)	2.46	No	LLaMA-VID: An Image is Worth 2 Tokens in Large L...	2023-11-28	Code
15	Chat-UniVi	2.39	No	Chat-UniVi: Unified Visual Representation Empowe...	2023-11-14	Code
16	BT-Adapter	2.34	No	BT-Adapter: Video Conversation is Feasible Witho...	2023-09-27	Code
17	BT-Adapter (zero-shot)	2.13	No	BT-Adapter: Video Conversation is Feasible Witho...	2023-09-27	Code
18	Video-ChatGPT	1.98	No	Video-ChatGPT: Towards Detailed Video Understand...	2023-06-08	Code
19	LLaMA Adapter	1.98	No	LLaMA-Adapter V2: Parameter-Efficient Visual Ins...	2023-04-28	Code
20	Video Chat	1.94	No	VideoChat: Chat-Centric Video Understanding	2023-05-10	Code
21	Video LLaMA	1.82	No	Video-LLaMA: An Instruction-tuned Audio-Visual L...	2023-06-05	Code

#1VLM-RLAIFSOTA
3.23
Temporal Understanding· 2024-02-06
Tuning Large Multimodal Models for Videos using Reinforcement Learning from AI Feedback Code
#2PPLLaVA-7B-dpo
3.21
Temporal Understanding· 2024-11-04
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance Code
#3PPLLaVA-7B
3
Temporal Understanding· 2024-11-04
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance Code
#4ST-LLM-7B
2.93
Temporal Understanding· 2024-03-30
ST-LLM: Large Language Models Are Effective Temporal Learners Code
#5IG-VLM-GPT4v
2.89
Temporal Understanding· 2024-03-27
An Image Grid Can Be Worth a Video: Zero-shot Video Question Answering Using a VLM Code
#6VideoGPT+
2.83
Temporal Understanding· 2024-06-13
VideoGPT+: Integrating Image and Video Encoders for Enhanced Video Understanding Code
#7CAT-7B
2.81
Temporal Understanding· 2024-03-07
CAT: Enhancing Multimodal Large Language Model to Answer Questions in Dynamic Audio-Visual Scenarios Code
#8LITA-13B
2.68
Temporal Understanding· 2024-03-27
LITA: Language Instructed Temporal-Localization Assistant Code
#9PLLaVA-34B
2.67
Temporal Understanding· 2024-04-25
PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning Code
#10VideoChat2SOTA
2.66
Temporal Understanding· 2023-11-28
MVBench: A Comprehensive Multi-modal Video Understanding Benchmark Code
#11VideoChat2_HD_mistral
2.65
Temporal Understanding· 2023-11-28
MVBench: A Comprehensive Multi-modal Video Understanding Benchmark Code
#12LLaMA-VID-13B (2 Token)
2.58
Temporal Understanding· 2023-11-28
LLaMA-VID: An Image is Worth 2 Tokens in Large Language Models Code
#13VTimeLLM
2.49
Temporal Understanding· 2023-11-30
VTimeLLM: Empower LLM to Grasp Video Moments Code
#14LLaMA-VID-7B (2 Token)
2.46
Temporal Understanding· 2023-11-28
LLaMA-VID: An Image is Worth 2 Tokens in Large Language Models Code
#15Chat-UniViSOTA
2.39
Temporal Understanding· 2023-11-14
Chat-UniVi: Unified Visual Representation Empowers Large Language Models with Image and Video Understanding Code
#16BT-AdapterSOTA
2.34
Temporal Understanding· 2023-09-27
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning Code
#17BT-Adapter (zero-shot)
2.13
Temporal Understanding· 2023-09-27
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning Code
#18Video-ChatGPT
1.98
Temporal Understanding· 2023-06-08
Video-ChatGPT: Towards Detailed Video Understanding via Large Vision and Language Models Code
#19LLaMA AdapterSOTA
1.98
Temporal Understanding· 2023-04-28
LLaMA-Adapter V2: Parameter-Efficient Visual Instruction Model Code
#20Video Chat
1.94
Temporal Understanding· 2023-05-10
VideoChat: Chat-Centric Video Understanding Code
#21Video LLaMA
1.82
Temporal Understanding· 2023-06-05
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding Code