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Temporal Action Localization Demo

Detecting the PoleVault action segments on the timeline of video
Detecting the GolfSwing action segments on the timeline of video

Dataset

Dataset Video Number train validation test instances classes
THUMOS14 413 - 200 213 6,363 20
ActivityNet-v1.3 19994 10,024 4,926 5,044 30791 200

Experimental Results

THUMOS14

Method Conference IoU@0.1 IoU@0.2 IoU@0.3 IoU@0.4 IoU@0.5 IoU@0.6 IoU@0.7
DBS AAAI-2019 56.7 54.7 50.6 43.1 34.3 24.4 14.7
BSN ECCV-2018 - - 53.5 45.0 36.9 28.4 20.0
AGCN AAAI-2020 59.3 59.6 57.1 51.6 38.6 28.9 17.0
GTAN CVPR-2019 69.1 63.7 57.8 47.2 38.8 - -
BMN ICCV-2019 - - 56.0 47.4 38.8 29.7 20.5
DBG AAAI-2020 - - 57.8 49.4 39.8 30.2 21.7
TAL-Net CVPR-2018 59.8 57.1 53.2 48.5 42.8 33.8 20.8
PGCN ICCV-2019 69.5 67.8 63.6 57.8 49.1 - -
PBRNet AAAI-2020 - - 58.5 54.6 51.3 41.8 29.5
G-TAD CVPR-2020 - - 66.4 60.4 51.6 37.6 22.9
our method 1 - 74.5 72.3 68.6 62.8 54.4 41.4 27.8
our method 2 - 75.7 73.6 70.0 64.8 55.3 42.3 27.2
our method 3 - 77.2 75.2 71.4 66.2 58.2 44.4 27.2

ActivityNet-v1.3

Method Conference IoU@0.5 IoU@0.75 IoU@0.95 IoU@Avg
AGCN AAAI-2020 30.4 - - -
TAL-Net CVPR-2018 38.23 18.30 1.30 20.22
DBS CVPR-2019 43.2 25.8 6.1 26.1
PGCN ICCV-2019 42.90 28.14 2.47 26.99
BSN ECCV-2018 46.45 29.96 8.02 30.03
BMN ICCV-2019 50.07 34.78 8.29 33.85
G-TAD CVPR-2020 50.36 34.60 9.02 34.09
GTAN CVPR-2019 52.61 34.14 8.91 34.31
PBRNet AAAI-2020 53.96 34.97 8.98 35.01

Related Papers

2020

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