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Temporal Action Detection on ActivityNet 1.3

64.2mAP@0.5

MambaTAD

Updated 1mo ago

Evaluation Results

Method
MambaTAD 2025.11	64.2	45	11.3	43.8
ESTF-SSM 2026.04	63.8	44.6	11.2	43.9
MambaTAD 2025.11	63.3	44.4	11.2	43.1
MambaTAD 2025.11	63.1	44.2	11	42.8
MambaTAD 2026.04	63.1	44.2	11	43.5
ActionMamba 2025.05	62.4	43.5	10.2	42
VideoMambaSuite 2025.11	62.4	43.5	10.2	42
ActionMamba 2026.04	62.2	37.1	9.6	41.7
VideoMamba 2026.04	62.1	43.2	9.5	41.6
DIGIT 2025.05	62	43.1	11.3	42
AdaTAD 2025.05	61.7	43.4	10.9	41.9
ActionFormer 2025.05	61.5	44.6	12.7	41.2
InternVideo2* 2025.11	61.5	44.6	12.7	41.2
TE-TAD 2025.05	61.3	41.8	10.9	41.1
AdaTAD++ 2026.04	60.3	43.2	10.1	41
TadTR 2025.05	60.2	41	11.2	40.5
MambaTAD 2025.11	60.2	41.3	9.7	40.2
AdaTAD 2026.04	59.8	42	9.7	40.8
BDRC-Net 2026.04	59.6	38.9	9.8	41.9
LFAF 2025.11	59.3	39.8	7.8	39
DIGIT 2025.05	58.9	43.4	11.4	41.3
CLTDR-GMG 2026.04	58.3	40.2	9.4	39.5
DyFADet 2026.04	58.19	39.3	8.63	38.62
Zhu et al. 2024.03	58.1	36.3	6.2	35.2
DyFADet 2025.05	58.1	39.6	8.4	38.5
DyFADet 2025.11	58.1	39.6	8.4	38.5
AdaTAD 2025.11	58	40.6	9.8	39.4
AdaTAD 2025.11	57.7	40.6	10.1	39.2
TadTR 2025.05	57.1	38.8	11	38.2
AdaTAD 2025.11	56.8	39.4	9.7	38.4
TriDet 2023.12	56.7	39.3	11.7	38.6
TAGS 2024.03	56.3	36.8	9.6	36.5
AdaTAD 2025.11	56.2	39	9.1	37.9
DiffTAD 2025.11	56.1	36.9	9	36.1
DiffTAD (10-step) 2026.04	56.1	36.9	9	36.1
ContextLoc 2024.03	56	35.2	3.6	34.2
ViT-TAD 2025.11	55.9	38.5	8.8	37.4
ViT-TAD 2023.12	55.87	38.47	8.8	37.4
ViT-TAD 2025.05	55.8	38.5	8.8	37.4
CausalTAD 2026.04	55.62	38.51	9.4	37.46
ADSFormer 2025.11	55.3	38.4	8.4	37.1
Re2TAL 2023.12	55.25	37.86	9.05	37.01
LiquidTAD 2026.04	55.18	38.1	8.43	37.06
ViT-TAD 2023.12	55.09	37.81	8.75	36.69
ActionFormer 2026.04	55.08	38.27	8.91	37.07
TriDet 2026.04	54.89	38.2	8.21	36.96
Re2TAL 2025.11	54.8	37.8	9	36.8
BSFTAL 2026.04	54.8	37.5	9.1	37.1
VSGN 2026.04	54.8	37.35	9.8	36.89
Re2TAL 2023.12	54.75	37.81	9.03	36.8
TriDet 2025.05	54.7	38	8.4	36.8
ActionFormer 2025.05	54.7	37.8	8.4	36.6
ActionFormer 2025.11	54.7	37.8	8.4	36.6
TriDet 2025.11	54.7	38	8.4	36.8
TriDet 2023.12	54.5	36.8	11.5	36.8
DIGIT 2025.05	54.4	38.2	10.7	37.3
VSGN (w/o GCN) 2026.04	54.4	36.88	9.15	36.27
DIGIT 2025.05	54.3	38.4	10.6	37.2
TCANet 2025.11	54.3	39.1	8.4	37.6
TE-TAD 2025.05	54.2	38.1	10.6	37.1
TALLFormer 2023.12	54.1	36.2	7.9	35.6
TALLFormer 2025.05	54.1	36.2	7.9	35.6
TALLFormer 2025.11	54.1	36.2	7.9	35.6
PBRNet 2023.12	53.96	34.97	8.98	35.01
TadTR* 2021.06	53.62	37.52	10.56	36.75
TadTR 2026.04	53.62	37.52	10.56	36.75
TadTR 2025.05	53.6	37.5	10.6	36.8
TadTR 2025.11	53.6	37.5	10.6	36.8
ActionFormer 2024.03	53.5	36.2	8.2	35.6
ActionFormer 2023.12	53.5	36.2	8.2	35.6
BMN 2026.04	52.9	37.3	9.67	36.4
TadTR* 2021.06	52.83	37.05	10.83	36.11
DualDETR 2024.03	52.6	35	7.8	34.3
DualDETR 2025.05	52.6	35	7.8	34.3
TSI 2026.04	52.44	35.57	9.8	35.36
BMN-CSA 2024.03	52.4	36.2	5.2	35.4
VSGN 2024.03	52.4	36	8.4	35.1
AFSD 2024.03	52.4	35.3	6.5	34.4
AFSD 2023.12	52.4	35.3	6.5	34.4
AFSD 2025.05	52.4	35.3	6.5	34.4
VSGN 2025.11	52.4	36	8.4	35.1
AFSD 2025.11	52.4	35.3	6.5	34.4
AFSD 2021.06	52.38	35.27	6.47	34.39
VSGN 2023.12	52.38	36.01	8.37	35.07
G-TAD 2026.04	52.33	37.58	8.42	36.2
TCA-Net 2024.03	52.3	36.7	6.9	35.5
Self-DETR 2024.03	52.3	33.7	8.4	33.8
Self-DETR 2025.05	52.3	33.7	8.4	33.8
PCG-TAL 2025.11	52	35.9	8	34.9
DCAN 2024.03	51.8	36	9.5	35.4
Our Proposed ABN 2022.03	51.78	34.18	10.29	34.22
RCL 2024.03	51.7	35.3	8	34.4
STPT 2023.12	51.4	33.7	6.8	33.4
TadTR* 2021.06	51.29	34.99	9.49	34.64
G-TAD 2021.06	51.26	37.12	9.29	35.81
BMN 2021.06	51.23	36.78	9.5	35.67
TSI++ 2022.03	51.2	35	6.6	34.2
BasicTAD 2025.11	51.2	33.4	7.6	33.1
SSTAP 2022.03	50.72	35.28	7.87	34.48
BC-GNN 2024.03	50.6	34.8	9.4	34.3

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