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Video Grounding on Charades-STA

75.3R@1 IoU=0.5

UniTime

Updated 4d ago

Evaluation Results

Method
UniTime 2026.01	75.3	56.9	-	-	-	-
VideoLoom 2026.01	70	48.3	-	-	-	-
DeCaf-Grounder 2025.05	68.79	47.55	91.53	72.96	-	70.21
EaTR 2026.01	68.4	44.9	-	-	-	-
TimeSuite 2026.01	67.1	43	-	-	-	-
TimeSuite 2026.01	67.1	43	-	-	79.4	-
MSTG 2026.01	66.64	47.03	93.66	72.53	-	-
SSRN 2024.04	65.59	42.65	94.76	65.48	-	-
SSRN 2026.01	65.59	42.65	94.76	65.48	-	-
SSRN 2026.01	65.5	42.6	-	-	-	-
SnAG 2024.04	65.13	45.91	92.8	71.75	-	-
SnAG 2024.04	64.62	46.26	92.55	71.94	-	-
SnAG 2025.05	64.62	46.26	92.55	71.94	-	68.84
SnAG 2026.01	64.62	46.26	92.55	71.94	-	-
SnAG 2026.01	64.6	46.2	-	-	-	-
SMIN 2024.04	64.06	40.75	89.49	68.09	-	-
SMIN 2025.05	64.06	40.75	89.49	68.09	-	65.6
MGSL-Net 2024.04	63.98	41.03	93.21	63.85	-	-
MGSL-Net 2026.01	63.98	41.03	93.21	63.85	-	-
APGN 2024.04	62.58	38.86	91.24	62.11	-	-
TRACE 2026.01	61.7	41.4	-	-	-	-
ARROWGEV-7B 2026.01	61.6	37.2	-	-	78	54.1
IA-Net 2024.04	61.29	37.91	89.78	62.04	-	-
MESM 2026.01	61.24	38.04	-	-	-	-
CBLN 2024.04	61.13	38.22	90.33	61.69	-	-
RaNet 2024.04	60.4	39.65	89.57	64.54	-	-
CPNet 2024.04	60.27	38.74	-	-	-	-
UniVTG 2026.01	60.2	38.6	-	-	72.6	-
R2-Tuning 2025.03	59.8	37	-	-	70.9	50.9
DeNet 2024.04	59.7	38.52	91.24	66.83	-	-
UVCOM 2026.01	59.25	36.64	-	-	-	-
VideoMind 2025.03	59.1	31.2	-	-	73.5	50.2
Time-R1 2026.01	59	32.4	-	-	77.6	52.4
HawkEye 2026.01	58.3	28.8	-	-	-	-
HawkEye 2026.01	58.3	28.8	-	-	72.5	-
UniVTG 2025.03	58.1	35.6	-	-	70.8	50.1
VTG-LLM 2026.01	57.2	33.4	-	-	-	-
CBP 2024.04	56.64	36.21	89.14	61.13	-	-
2D-TAN 2024.04	54.92	34.26	76.5	60.02	-	-
LGI*+BSP 2020.11	53.63	29.27	-	-	68.76	50.55
VideoChat-Flash 2026.01	53.1	27.6	-	-	74.5	-
DRN 2020.11	53.09	31.75	-	-	-	-
DRN 2024.04	53.09	31.75	89.06	60.05	-	-
Moment-DETR 2025.03	52.1	30.6	-	-	65.8	45.5
SnAG 2024.04	51.72	33.52	92.55	64.11	-	-
2D-TAN*+BSP 2020.11	51.64	29.57	-	-	-	-
SnAG 2024.04	51.1	31.77	90.22	62.15	-	-
VideoMind 2025.03	51.1	26	-	-	67.6	45.2
CPN 2024.04	51.07	31.54	-	-	-	-
BPNet 2024.04	50.75	31.64	-	-	-	-
SSRN 2024.04	50.39	31.42	90.68	59.94	-	-
D2VLM-3.8B 2025.12	50.3	26	-	-	-	-
TimeSuite 2026.01	48.7	24	-	-	69.9	-
VideoChat-T-7B 2025.12	48.7	24	-	-	-	-
2D-TAN* 2020.11	48.36	27.88	-	-	-	-
APGN 2024.04	48.2	29.37	89.05	58.49	-	-
CBLN 2024.04	47.94	28.22	88.2	57.47	-	-
TimeChat 2026.01	46.7	23.7	-	-	-	-
MAN 2020.11	46.53	22.72	-	-	-	-
E.T. Chat 2025.03	45.9	20	-	-	65.7	42.3
E.T.Chat-3.8B 2025.12	45.9	20	-	-	-	-
2D-TAN 2026.01	45.8	27.9	-	-	57.3	-
LGI* 2020.11	45.65	23.87	-	-	60.67	43.4
2D-TAN 2020.11	42.8	23.25	-	-	-	-
2D-TAN 2024.04	41.1	23.25	81.53	48.55	-	-
CPNet 2024.04	40.32	22.47	-	-	-	-
TRACE 2026.01	40.3	19.4	-	-	-	-
TRACE-7B 2025.12	40.3	19.4	-	-	-	-
VideoChat-TPO 2025.03	40.2	18.4	-	-	58.3	38.1
Qwen-2.5-VL-7B 2026.01	38.7	16.5	-	-	59.6	38.3
BPNet 2024.04	38.25	20.51	-	-	-	-
DRN 2024.04	36.9	20.28	66.84	42.92	-	-
CBP 2024.04	36.8	18.87	70.94	50.19	-	-
TVG-R1 2026.01	36.1	13.8	-	-	60.7	39.3
MLVI 2020.11	35.6	15.8	-	-	54.7	-
QSPN 2024.04	35.6	15.8	79.4	45.4	-	-
VTimeLLM 2025.03	34.3	14.7	-	-	55.3	34.6
VTimeLLM-13B 2025.12	34.3	14.7	-	-	-	-
VTG-LLM 2026.01	33.8	15.7	-	-	52	-
VTG-LLM-7B 2025.12	33.8	15.7	-	-	-	-
ChatVTG 2025.03	33	15.9	-	-	52.7	34.9
ChatVTG 2026.01	33	15.9	-	-	52.7	-
TimeChat 2025.03	32.2	13.4	-	-	51.5	-
TimeChat 2026.01	32.2	15.7	-	-	46.7	32.2
TimeChat-7B 2025.12	32.2	13.4	-	-	-	-
HawkEye 2025.03	31.4	14.5	-	-	50.6	33.7
HawkEye 2026.01	31.4	14.5	-	-	50.6	-
HawkEye-7B 2025.12	31.4	14.5	-	-	-	-
TimeChat + Seq2Time 2024.11	31.2	13.7	-	-	-	-
TimeChat + Seq2Time 2024.11	29.3	12.8	-	-	-	-
VTimeLLM [12] 2024.11	27.5	11.4	-	-	-	-
VTimeLLM 2026.01	27.5	11.4	-	-	51	31.2
VTimeLLM-7B 2025.12	27.5	11.4	-	-	-	-
SAP 2020.11	27.42	13.36	-	-	-	-
TimeChat [30]* 2024.11	27.2	11.7	-	-	-	-
Monmentor [29] 2024.11	26.6	11.6	-	-	-	-
Momentor 2025.03	26.6	11.6	-	-	42.6	28.5
Momentor-7B 2025.12	26.6	11.6	-	-	-	-
SMRL 2020.11	24.36	9.01	-	-	-	-
CTRL 2024.04	23.63	8.89	58.92	29.52	-	-

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