paper-with-me

Online Action Detection 벤치마크

Online Action Detection on THUMOS'14

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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)
RankModel mAPMFLOPs per pred PaperCodeYear
1 GateHUB(TimeSformer) 72.5 GateHUB: Gated History Unit with Background Suppression for Online Action Detection 2022
2 MiniROAD 71.815.8 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 64.51075.7 Continual Transformers: Redundancy-Free Attention for Online Inference lukashedegaard/continual-transformers 2022
10 CoOadTR-b2 64.4411.9 Continual Transformers: Redundancy-Free Attention for Online Inference lukashedegaard/continual-transformers 2022
11 OadTR 64.22513.5 Continual Transformers: Redundancy-Free Attention for Online Inference lukashedegaard/continual-transformers 2022
12 OadTR-b1 63.9673 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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