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Video Action Detection on JHMDB21 1.0 (test)

90.2f-mAP@0.5EVAD
4.19226.52148.8571.179Dec 10, 2024

Evaluation results

MethodLinks
EVADBackbone=ViT-B, Learning Supervision=Fully-Supervised, Annotation %=100%2024.1290.2——
BMVITBackbone=ViT-B, Learning Supervision=Fully-Supervised, Annotation %=100%2024.1288.4——
TubeRBackbone=I3D, Learning Supervision=Fully-Supervised, Annotation %=100%2024.1287.4—82.3
STMixerBackbone=SF-R101NL, Learning Supervision=Fully-Supervised, Annotation %=100%2024.1286.7——
ACAR-NetBackbone=SF-R50, Learning Supervision=Fully-Supervised, Annotation %=100%2024.1277.9—80.1
YOWOBackbone=ResNext-101, Learning Supervision=Fully-Supervised, Annotation %=100%2024.1274.485.758.1
MOCBackbone=DLA-34, Learning Supervision=Fully-Supervised, Annotation %=100%2024.1270.877.370.2
Stable Mean TeacherBackbone=I3D, Learning Supervision=Semi-Supervised, Annotation %=20%2024.1269.898.870.7
GLNetBackbone=I3D, Learning Supervision=Weakly-Supervised2024.1265.977.350.8
TACNetBackbone=RN-50, Learning Supervision=Fully-Supervised, Annotation %=100%2024.1265.574.173.4
VideoCapsuleNetBackbone=I3D, Learning Supervision=Fully-Supervised, Annotation %=100%2024.1264.695.1—
E2E-SSLBackbone=I3D, Learning Supervision=Semi-Supervised, Annotation %=20%2024.1259.193.258.7
ISDBackbone=I3D, Learning Supervision=Semi-Supervised, Annotation %=20%2024.1257.890.257
Baseline Mean TeacherBackbone=I3D, Learning Supervision=Semi-Supervised, Annotation %=20%2024.1256.388.852.8
Supervised baselineBackbone=I3D, Learning Supervision=Semi-Supervised, Annotation %=20%2024.1255.793.952.4
Pseudo-labelBackbone=I3D, Learning Supervision=Semi-Supervised, Annotation %=20%2024.1255.387.652
MixMatchBackbone=I3D, Learning Supervision=Semi-Supervised, Annotation %=30%2024.127.546.25.8