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Dense Video Captioning on YouCook2

7.3SODA_c

VideoLoom

Updated 3d ago

Evaluation Results

Method	Links
VideoLoom 2026.01		7.3	41.5	-	33.6
TRACE 2026.01		6.7	35.5	-	31.8
TA-Prompting 2026.01		4.3	15.6	4.2	-
VTG-LLM 2026.01		3.6	13.4	-	20.6
VTG-LLM 2026.01		3.6	13.4	-	-
TimeChat 2026.01		3.4	11	-	19.5
TimeChat 2026.01		3.4	11	-	-
D²VLM-3.8B 2025.12		3.2	10.6	-	26.4
VTimeLLM 2026.01		2.7	8.6	2.7	-
HiVid-Narrator 2026.01		2.4	8.4	-	30.5
LITA 2026.01		2.4	9	2.7	-
TRACE 2026.01		2.2	8.1	-	22.4
TRACE-7B 2025.12		2.2	8.1	-	22.4
HiVid-Narrator 2026.01		2.1	6.7	-	25.1
E.M.Ground 2026.02		1.6	5.1	-	20.1
E.T.Chat 2026.02		1.5	4.7	-	15.1
VTG-LLM 2026.02		1.5	5	-	17.5
VTG-LLM 2026.01		1.5	5	-	17.5
VTG-LLM-7B 2025.12		1.5	5	-	17.5
TimeChat + Seq2Time 2024.11		1.3	4.2	1.3	16.2
Seq2Time 2026.02		1.3	4.2	-	16.2
TimeChat + Seq2Time 2024.11		1.2	3.7	1.4	15.7
TimeChat 2026.02		1.2	3.4	-	12.6
TimeChat 2026.01		1.2	3.4	-	12.6
TimeChat-7B 2025.12		1.2	3.4	-	12.6
TimeChat [30]* 2024.11		1	2.9	1.1	12.7
VTimeLLM 2026.01		1	3.6	-	9.1
VideoChat 2026.01		0.2	0.6	-	3.4
Valley 2026.01		0.1	0	-	1.5