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Online Action Detection
벤치마크
Online Action Detection on THUMOS'14
15개 결과 ·
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mAP
58.6
62.08
65.55
69.03
72.5
2018-11
2026-09
TRN — 62.1 (2018-11-18)
WOAD — 67.1 (2020-06-05)
OadTR — 65.2 (2021-06-21)
LSTR — 69.5 (2021-07-07)
OadTR-b2 — 64.5 (2022-01-17)
CoOadTR-b2 — 64.4 (2022-01-17)
OadTR — 64.2 (2022-01-17)
OadTR-b1 — 63.9 (2022-01-17)
Colar — 66.9 (2022-03-02)
Colar(RGB only) — 58.6 (2022-03-02)
GateHUB(TimeSformer) — 72.5 (2022-06-09)
GateHUB — 70.7 (2022-06-09)
GateHUB (RGB only) — 66.5 (2022-06-09)
MiniROAD — 71.8 (2023-01-01)
TRN — 62.1 (2018-11-18)
WOAD — 67.1 (2020-06-05)
LSTR — 69.5 (2021-07-07)
GateHUB(TimeSformer) — 72.5 (2022-06-09)
2018-11-18 — TRN: mAP 62.1
2020-06-05 — WOAD: mAP 67.1
2021-07-07 — LSTR: mAP 69.5
2022-06-09 — GateHUB(TimeSformer): mAP 72.5
Rank
Model
mAP
MFLOPs per pred
Paper
Code
Year
1
GateHUB(TimeSformer)
72.5
–
GateHUB: Gated History Unit with Background Suppression for Online Action Detection
2022
2
MiniROAD
71.8
15.8
MiniROAD: Minimal RNN Framework for Online Action Detection
jbistanbul/miniroad
2023
3
GateHUB
70.7
–
GateHUB: Gated History Unit with Background Suppression for Online Action Detection
2022
4
LSTR
69.5
–
Long Short-Term Transformer for Online Action Detection
amazon-science/long-short-term-transformer
·
amazon-research/long-short-term-transformer
2021
5
WOAD
67.1
–
WOAD: Weakly Supervised Online Action Detection in Untrimmed Videos
2020
6
Colar
66.9
–
Colar: Effective and Efficient Online Action Detection by Consulting Exemplars
vividle/online-action-detection
2022
7
GateHUB (RGB only)
66.5
–
GateHUB: Gated History Unit with Background Suppression for Online Action Detection
2022
8
OadTR
65.2
–
OadTR: Online Action Detection with Transformers
wangxiang1230/OadTR
2021
9
OadTR-b2
64.5
1075.7
Continual Transformers: Redundancy-Free Attention for Online Inference
lukashedegaard/continual-transformers
2022
10
CoOadTR-b2
64.4
411.9
Continual Transformers: Redundancy-Free Attention for Online Inference
lukashedegaard/continual-transformers
2022
11
OadTR
64.2
2513.5
Continual Transformers: Redundancy-Free Attention for Online Inference
lukashedegaard/continual-transformers
2022
12
OadTR-b1
63.9
673
Continual Transformers: Redundancy-Free Attention for Online Inference
lukashedegaard/continual-transformers
2022
13
TRN
62.1
–
Temporal Recurrent Networks for Online Action Detection
xumingze0308/TRN.pytorch
2018
14
Colar(RGB only)
58.6
–
Colar: Effective and Efficient Online Action Detection by Consulting Exemplars
vividle/online-action-detection
2022
15
CoOadTR-b1
–
10.6
Continual Transformers: Redundancy-Free Attention for Online Inference
lukashedegaard/continual-transformers
2022
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