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Video Temporal Grounding on ActivityNet-Captions

69.8Recall @ IoU=0.3

Factum-4B

Updated 25d ago

Evaluation Results

Method
Factum-4B 2026.04	69.8	48.4	28.1	-	-	-	-	-	-
MMN 2025.03	64.5	48.2	29.4	46.6	-	-	-	-	-
Qwen3-VL-8B + F2G-FT 2026.05	63.8	46.1	28.4	45.7	-	-	-	-	-
EvoGround 2026.05	62.9	-	-	43.9	-	43.6	25	-	-
TAR 2025.08	61.5	-	-	41.1	-	39.8	19.8	-	-
2D-TAN 2025.03	60.4	43.4	25	42.5	-	-	-	-	-
Time-R1 2026.05	58.6	-	-	40.5	-	39	21.4	-	-
Time-R1 2025.08	58.6	-	-	-	-	39	21.4	-	-
Qwen3-VL-8B + FT 2026.05	58.4	39.2	21.7	40.8	-	-	-	-	-
Time-R1-7B 2026.04	58.1	39	21.4	-	-	-	-	-	-
NumPro 2026.05	55.6	37.5	20.6	38.8	-	-	-	-	-
TRACE-7B 2026.04	54	37.7	24	-	-	-	-	-	-
VideoChat-R1.5 2026.05	52.4	-	-	35.5	-	32.3	16.8	-	-
VideoChat-R1.5 2025.08	52.4	-	-	35.5	-	32.3	16.8	-	-
ED-VTG 2026.05	52.1	-	-	35.2	-	33.1	16	-	-
Gemini-2.5-Flash 2026.04	51.2	34.7	21	-	-	-	-	-	-
Gemini-2.0-Flash 2026.04	50.4	33.2	19.9	-	-	-	-	-	-
VideoChat-R1 2026.05	50.4	-	-	34.3	-	32.2	16.2	-	-
Qwen3-VL-4B-Instruct 2026.04	50.2	35.8	21.6	-	-	-	-	-	-
HawkEye 2026.05	49.1	-	-	-	-	29.3	10.7	-	-
HawkEye 2026.05	49.1	29.3	10.7	32.7	-	-	-	-	-
HawkEye 2025.08	49.1	-	-	-	-	29.3	10.7	-	-
VideoMind 2025.03	48.4	30.3	15.7	33.3	-	-	-	-	-
Qwen3-VL-4B-Thinking 2026.04	47.8	31.7	19	-	-	-	-	-	-
VTimeLLM 2026.05	44.8	29.5	14.2	31.4	-	-	-	-	-
VideoMind 2025.03	44	26.5	12.6	30.1	-	-	-	-	-
VTimeLLM 2026.05	44	-	-	30.4	-	27.8	14.3	-	-
VTime-LLM 2025.08	44	-	-	-	-	27.8	14.3	-	-
Grounded-VideoLLM 2026.05	43.9	-	-	34.5	-	29.1	18.3	-	-
Momentor 2025.03	42.9	23	12.4	29.3	-	-	-	-	-
Momentor 2026.05	42.9	-	-	29.3	-	23	12.4	-	-
Qwen3-VL-8B 2026.05	42.8	27.8	17.3	32.2	-	-	-	-	-
Momentor 2026.05	42.6	26.6	11.6	28.5	-	-	-	-	-
ChatVTG 2025.03	40.7	22.5	9.4	27.2	-	-	-	-	-
ChatVTG 2025.08	40.7	-	-	27.2	-	22.5	9.4	-	-
Qwen2.5-VL* 2026.05	38.7	-	-	28.6	-	25.6	14.9	-	-
TimeChat 2026.05	36.2	-	-	21.8	-	20.2	9.5	-	-
TimeChat 2025.08	36.2	-	-	-	-	20.2	9.5	-	-
Qwen2.5-VL-7B 2026.04	34.5	20.8	11.2	-	-	-	-	-	-
Valley 2025.03	30.6	13.7	8.1	21.9	-	-	-	-	-
TimeChat 2026.05	30.2	16.9	8.2	21.8	-	-	-	-	-
Video-ChatGPT 2025.03	26.4	13.6	6.1	18.9	-	-	-	-	-
Video-ChatGPT 2025.08	26.4	-	-	18.9	-	13.6	6.1	-	-
E.T. Chat 2025.03	24.1	12.8	6.1	18.9	-	-	-	-	-
VideoChat 2025.03	8.8	3.7	1.5	7.2	-	-	-	-	-
VideoChat 2025.08	8.8	-	-	7.2	-	3.7	1.5	-	-
Video-LLaMA 2025.03	6.9	2.1	0.8	6.5	-	-	-	-	-
VDI 2025.03	-	48.1	28.8	-	-	-	-	-	-
videollama 2025.10	-	34.3	19.1	-	-	-	-	-	-
videollama (w. TCAS) 2025.10	-	35.2	20	-	-	-	-	-	-
Qwen2.5vl 2025.10	-	16.5	7.8	-	-	-	-	-	-
Qwen2.5vl (w. TCAS) 2025.10	-	16.5	7.9	-	-	-	-	-	-
VideoChat-R1-7B 2026.04	-	33.3	16.7	-	-	-	-	-	-
2D-TAN 2026.04	-	46.16	29.21	-	37.69	-	-	-	-
UnLoc-L 2026.04	-	48.3	30.2	-	39.25	-	-	-	-
SnAG 2026.04	-	48.55	30.56	-	39.56	-	-	-	-
UniVTG 2026.04	-	42.41	21.55	-	31.98	-	-	-	-
UniversalVTG 2026.04	-	48.98	29.79	-	39.39	-	-	-	-
Qwen2.5-VL-7B 2026.04	-	16.96	8.75	-	12.86	-	-	-	-
HawkEye-7B 2026.04	-	34.7	17.9	-	26.3	-	-	-	-
ED-VTG-7B 2026.04	-	45.1	22.7	-	33.9	-	-	-	-
UniTime-7B 2026.04	-	53.67	35.9	-	44.79	-	-	-	-
VLG-NET 2024.12	-	-	-	-	-	46.32	29.82	77.15	63.33
MGSL-Net 2024.12	-	-	-	-	-	51.87	31.42	82.6	66.71
MMN 2024.12	-	-	-	-	-	48.59	29.26	79.5	64.76
SSRN 2024.12	-	-	-	-	-	54.49	33.15	84.72	68.48
G2L 2024.12	-	-	-	-	-	51.68	33.35	81.32	67.6
Contrastive-MSAT 2024.12	-	-	-	-	-	47.73	31.21	78.06	63.63
SnAG 2024.12	-	-	-	-	-	48.55	30.56	81.71	63.41
Multi-Scale Contrastive Learning 2024.12	-	-	-	-	-	54.83	33.56	84.78	68.91
LITA 2026.05	-	25.9	-	28.6	-	-	-	-	-
Temporal-RLT 2025.08	-	-	-	39	-	-	-	-	-