Action Recognition on DVS-Gesture

99.3Accuracy

Spike-driven Transformer

Updated 1mo ago

Evaluation Results

Method
Spike-driven Transformer 2025.12	99.3	-	-	-	-	-	-	-	-	-
EventMamba 2024.12	99.2	-	-	-	-	-	-	-	-	-
SECNet 2024.12	98.9	-	-	-	-	-	-	-	-	-
TTPOINT 2024.12	98.8	-	-	-	-	-	-	-	-	-
SpikePoint 2024.12	98.8	-	-	-	-	-	-	-	-	-
Stable Spike 2026.03	98.61	-	-	-	-	-	-	-	-	-
QKFormer 2026.03	98.6	-	-	-	-	-	-	-	-	-
SpikingResformer 2026.03	98.6	-	-	-	-	-	-	-	-	-
ECSNet 2024.12	98.6	-	-	-	-	-	-	-	-	-
EVSTr 2024.12	98.6	-	-	-	-	-	-	-	-	-
CP-DSA 2025.12	98.26	-	-	-	-	-	-	-	-	-
VMST-Net 2024.12	97.8	-	-	-	-	-	-	-	-	-
VMV-GCN 2024.12	97.5	-	-	-	-	-	-	-	-	-
TANet 2024.12	97.4	-	-	-	-	-	-	-	-	-
MLF 2025.12	97.29	-	-	-	-	-	-	-	-	-
STBP-tdBN 2025.12	96.9	-	-	-	-	-	-	-	-	-
SEMM 2026.03	96.88	-	-	-	-	-	-	-	-	-
RG-CNN 2024.12	96.8	-	-	-	-	-	-	-	-	-
CP-DSA 2025.12	96.18	-	-	-	-	-	-	-	-	-
Stable Spike 2026.03	95.49	-	-	-	-	-	-	-	-	-
I3D 2024.12	95.1	-	-	-	-	-	-	-	-	-
SSNN 2025.12	94.91	-	-	-	-	-	-	-	-	-
Stable Spike 2026.03	94.44	-	-	-	-	-	-	-	-	-
MPS 2026.03	94.44	-	-	-	-	-	-	-	-	-
QKFormer 2026.03	93.75	-	-	-	-	-	-	-	-	-
MPS 2026.03	93.23	-	-	-	-	-	-	-	-	-
TimeSformer 2024.12	91.7	-	-	-	-	-	-	-	-	-
SSNN 2026.03	90.74	-	-	-	-	-	-	-	-	-
CLIF 2026.03	89.58	-	-	-	-	-	-	-	-	-
SLT 2026.03	88.19	-	-	-	-	-	-	-	-	-
TAB 2026.03	87.5	-	-	-	-	-	-	-	-	-
AT with B0(4k) timing-only attacks 2026.02	72.22	40.97	38.19	37.5	67.01	60.41	51.38	70.49	64.58	51.38
AT with B1(8k) timing-only attacks 2026.02	68.75	40.62	40.98	43.4	64.58	61.81	54.51	68.4	64.58	55.56
AT with B∞(1) timing-only attacks 2026.02	52.08	27.08	27.43	29.86	44.79	43.4	34.72	46.87	43.75	39.23
AT with B1(8k) timing-only attacks 2026.02	48.26	9.37	3.82	2.43	18.05	9.37	6.25	27.77	17.01	6.25
AT with B∞(1) timing-only attacks 2026.02	22.92	9.72	6.6	7.29	15.63	12.5	9.03	19.45	16.67	10.42
AT with B0(4k) timing-only attacks 2026.02	22.57	5.9	3.47	2.43	11.11	9.38	4.17	14.58	12.15	5.56