Action Recognition on MPII Cooking Activities (sp1-sp7)
84.8mAP (Mean Average Precision)DEEP-HAL+W+G+ODF+SDF
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| DEEP-HAL+W+G+ODF+SDFPooling=Weighted mean (W), RBF maps=G, Features=ODF and SDF, Hallucination=true2020.01 | 84.8 | 83.3 | 87.6 | 85.6 | 83.4 | 86.6 | 83.2 | 83.6 | |
| DEEP-HAL+W+ODF+SDFPooling=Weighted mean (W), Features=ODF and SDF, Hallucination=true2020.01 | 83.6 | 82.5 | 85.1 | 85.6 | 83.5 | 86.6 | 80.8 | 81.2 | |
| ditto+OFF hal.Human-centric pre-processing=true, Optical Flow Hallucination=true, Resolution=2x2019.06 | 81.8 | 81.2 | 81.2 | 84.9 | 83.4 | 84.2 | 78.9 | 79.1 | |
| HAF/BoW/OFF hal.Hallucination=true2020.01 | 81.8 | — | — | — | — | — | — | — | |
| HAF*+BoW hal.+MSK/PNHuman-centric pre-processing=true, Sketching/PN=MSK/PN, Resolution=2x RGB/Flow2019.06 | 81.7 | 80.8 | 80.9 | 85 | 83.9 | 82 | 79.8 | 79.6 | |
| HAF*+BoW hal.+MSK/PNHuman-centric pre-processing=true, Sketching/PN=MSK/PN, Resolution=Standard2019.06 | 80.4 | 80.1 | 79.2 | 84.8 | 83.9 | 80.9 | 78.5 | 75.5 | |
| TO+MaxExp+IDTOrder=Third-order (TO), Auxiliary features=IDT2021.10 | 80.4 | 78.6 | 83.4 | 81.5 | 78.8 | 81.7 | 79.2 | 79.6 | |
| SCKBackbone=I3D, IDT=true2020.12 | 80.4 | — | — | — | — | — | — | — | |
| I3D+BoW MTLBackbone=I3D, Mode=Multi-Task Learning2019.06 | 79.1 | 79.1 | 78.1 | 83.6 | 78.7 | 79.1 | 78.6 | 76.5 | |
| I3D+BOW/OFF MTL2020.01 | 79.1 | — | — | — | — | — | — | — | |
| HAF*+BoW halluc.Human-centric pre-processing=true, BoW stream=true, Sketching/PN=false2019.06 | 77.8 | 78.8 | 75 | 84.1 | 76 | 77 | 78.3 | 75.2 | |
| SCKBackbone=I3D2020.12 | 77.8 | — | — | — | — | — | — | — | |
| SCKBackbone=ResNet-152, sec-ord=true, IDT=true2020.12 | 77.4 | — | — | — | — | — | — | — | |
| SO+MaxExp+IDTOrder=Second-order (SO), Auxiliary features=IDT2021.10 | 77.3 | 75.7 | 82.5 | 79.4 | 75.1 | 75.7 | 76.8 | 75.9 | |
| KRP-FS+IDTFeatures=IDT2019.06 | 76.1 | — | — | — | — | — | — | — | |
| KRP-FS+IDT2020.01 | 76.1 | — | — | — | — | — | — | — | |
| KRP-FS+IDTProtocol=human-centric, Auxiliary features=IDT2021.10 | 76.1 | — | — | — | — | — | — | — | |
| SCKBackbone=VGG-19, sec-ord=true, IDT=true2020.12 | 76.1 | — | — | — | — | — | — | — | |
| KRP-FSBackbone=VGG-19, IDT=true2020.12 | 76.1 | — | — | — | — | — | — | — | |
| GRP+IDTFeatures=IDT2019.06 | 75.5 | — | — | — | — | — | — | — | |
| GRP+IDT2020.01 | 75.5 | — | — | — | — | — | — | — | |
| GRP+IDTProtocol=human-centric, Auxiliary features=IDT2021.10 | 75.5 | — | — | — | — | — | — | — | |
| SCKBackbone=ResNet-152, sec-ord=true2020.12 | 75.5 | — | — | — | — | — | — | — | |
| GRPBackbone=VGG-19, IDT=true2020.12 | 75.5 | — | — | — | — | — | — | — | |
| HAF* onlyHuman-centric pre-processing=true, BoW stream=false2019.06 | 74.8 | 74.6 | 73.2 | 77 | 75.1 | 76.1 | 75.6 | 71.9 | |
| SCKBackbone=VGG-19, sec-ord=true2020.12 | 74 | — | — | — | — | — | — | — | |
| HAF+BoW halluc.+SK/PNHuman-centric pre-processing=false, Sketching/PN=SK/PN2019.06 | 73.6 | 73.9 | 75.8 | 72.2 | 73.9 | 77 | 73.6 | 68.8 | |
| HOKBackbone=VGG-16, sec-ord=true, IDT=true2020.12 | 73.1 | — | — | — | — | — | — | — | |
| HAF+BoW halluc.Human-centric pre-processing=false, Sketching/PN=false2019.06 | 71.9 | 73.9 | 71.6 | 76.2 | 70.7 | 76.3 | 71.9 | 63.4 | |
| SCKBackbone=ResNet-1522020.12 | 71.4 | — | — | — | — | — | — | — | |
| SCKBackbone=VGG-192020.12 | 70.1 | — | — | — | — | — | — | — | |
| KRP-FS2019.06 | 70 | — | — | — | — | — | — | — | |
| KRP-FSProtocol=human-centric2021.10 | 70 | — | — | — | — | — | — | — | |
| KRP-FSBackbone=VGG-19, IDT=false2020.12 | 70 | — | — | — | — | — | — | — | |
| HOKBackbone=VGG-16, sec-ord=true2020.12 | 69.1 | — | — | — | — | — | — | — | |
| GRP2019.06 | 68.4 | — | — | — | — | — | — | — | |
| GRPProtocol=human-centric2021.10 | 68.4 | — | — | — | — | — | — | — | |
| GRPBackbone=VGG-19, IDT=false2020.12 | 68.4 | — | — | — | — | — | — | — | |
| HOKBackbone=VGG-162020.12 | 60.1 | — | — | — | — | — | — | — | |
| Subsequences+APBackbone=I3D2020.12 | 52.7 | — | — | — | — | — | — | — | |
| Two-stream+APBackbone=ResNet-1522020.12 | 45.3 | — | — | — | — | — | — | — | |
| Two-stream+APBackbone=VGG-192020.12 | 38.1 | — | — | — | — | — | — | — |