Video on Test-of-Time

Metric: 2-Class Accuracy (higher is better)

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#	Model↕	2-Class Accuracy▼	Extra Data	Paper	Date↕	Code
1	Video-LLAMA	88.33	Yes	Video-LLaMA: An Instruction-tuned Audio-Visual L...	2023-06-05	Code
2	Time-Chat	76.67	Yes	TimeChat: A Time-sensitive Multimodal Large Lang...	2023-12-04	Code
3	TACT	64.4	Yes	Test of Time: Instilling Video-Language Models w...	2023-01-05	Code
4	VideoPrompter	60	No	Videoprompter: an ensemble of foundational model...	2023-10-23	-

#1Video-LLAMASOTA
88.33
2-Class Accuracy· Extra Data· 2023-06-05
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding Code
#2Time-Chat
76.67
2-Class Accuracy· Extra Data· 2023-12-04
TimeChat: A Time-sensitive Multimodal Large Language Model for Long Video Understanding Code
#3TACTSOTA
64.4
2-Class Accuracy· Extra Data· 2023-01-05
Test of Time: Instilling Video-Language Models with a Sense of Time Code
#4VideoPrompter
60
2-Class Accuracy· 2023-10-23
Videoprompter: an ensemble of foundational models for zero-shot video understanding