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Temporal Action Localization on THUMOS 2014 (test)

56.16mAP (theta=0.5)MUSES
-2.038413.070828.1843.2892Jan 9, 2016Dec 6, 2016Nov 4, 2017Oct 3, 2018Aug 31, 2019Jul 29, 2020Jun 27, 2021

Evaluation results

MethodLinks
MUSESSetup Id=3, Architecture=MUSES, Visual Features=I3D, fusion scheme=encoding, fusion type=Concat2021.0656.16—————————57.18
PGCNSetup Id=2, Architecture=PGCN, Visual Features=TSP, fusion scheme=encoding, fusion type=AvgTrim2021.0653.5—————————53.96
GTADSetup Id=1, Architecture=GTAD, Visual Features=TSN, fusion scheme=encoding, fusion type=Concat2021.0640.2—————————42.01
Zhao et al.Supervision=Fully supervised2017.1229.8—6659.451.941—————
Xu et al.Supervision=Fully supervised2017.1228.9—54.551.544.835.6—————
Shou et al.Supervision=Fully supervised, Reference=[27]2017.1223.3———40.129.413.17.9———
CDC3D ConvNets weights=fine-tuned, proposal_method=S-CNN2017.0323.3———40.129.413.17.9———
Conv & De-convproposal_method=S-CNN2017.0322.4———38.628.2127.5———
CDC (fix 3D ConvNets)3D ConvNets weights=fixed, proposal_method=S-CNN2017.0320.4———36.926.211.36.8———
Alwassel et al.Supervision=Fully supervised2017.1219.8—49.644.338.128.4—————
C3D + LinearInterpproposal_method=S-CNN2017.0319.6———3626.411.16.6———
Shou et al.Supervision=Fully supervised, Reference=[28]2017.1219—47.743.536.328.710.35.3———
S-CNNalpha=0.252016.0119—47.743.536.328.7—————
S-CNN2017.0319———36.328.710.35.3———
Yuan et al.Supervision=Fully supervised, Reference=[47]2017.1218.8—51.442.633.626.1—————
Yuan et al.2017.0318.8———33.626.1—————
Yuan et al.Supervision=Fully supervised, Reference=[48]2017.1217.8—5145.236.527.8—————
Yeung et al.Supervision=Fully supervised2017.1217.1—48.9443626.4—————
Yeung et al.2017.0317.1———3626.4—————
STPNSupervision=Weakly supervised2017.1216.9—5244.735.525.89.94.31.20.1—
STPN with UntrimmedNet featuresSupervision=Weakly supervised, Backbone Features=UntrimmedNet2017.1216.2—45.338.831.123.59.85.120.3—
Richard et al.Supervision=Fully supervised2017.1215.2—39.735.73023.2—————
Richard and Gall2017.0315.2———3023.2—————
Oneata et al.2016.0115—39.836.228.821.8—————
Oneata et al.2017.0315———28.821.88.53.2———
Escorcia et al.Supervision=Fully supervised2017.1213.9——————————
Escorcia et al.2017.0313.9——————————
Wang et al.Supervision=Weakly supervised2017.1213.7—44.437.728.221.1—————
Heilbron et al.Supervision=Fully supervised2017.1213.5——————————
Heilbron et al.2017.0313.5——————————
Wang et al.2016.018.5—19.217.814.612.1—————
Wang et al.2017.038.5———14.612.14.71.5———
Singh & LeeSupervision=Weakly supervised2017.126.8—36.427.819.512.7—————
Karaman et al.2016.010.2—1.50.90.50.3—————
Karaman et al.2017.030.2———0.50.30.20.1———