Action Classification on Kinetics (test)
77.9AccuracyRepresentation Flow ((2+1)D CNN + FcF) + Non-local
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Representation Flow ((2+1)D CNN + FcF) + Non-localArchitecture Category=(2+1)D CNN, Single-stream design=true, Non-local=true2018.10 | 77.9 | 865 | |
| ResNet-101 + Non-localArchitecture Category=3D CNN, Backbone=ResNet-101, Non-local=true2018.10 | 77.7 | 3,750 | |
| Two-Stream S3DArchitecture Category=3D CNN, Input Modality=Two-Stream2018.10 | 77.2 | 8,886 | |
| Representation Flow ((2+1)D CNN + FcF)Architecture Category=(2+1)D CNN, Single-stream design=true2018.10 | 77.1 | 654 | |
| Representation Flow ((2+1)D CNN + Rep. Flow)Architecture Category=(2+1)D CNN, Single-stream design=true2018.10 | 75.5 | 622 | |
| Two-Stream R(2+1)DArchitecture Category=(2+1)D CNN, Input Modality=Two-Stream2018.10 | 75.4 | 8,623 | |
| RGB S3DArchitecture Category=3D CNN, Input Modality=RGB2018.10 | 74.7 | 525 | |
| RGB R(2+1)DArchitecture Category=(2+1)D CNN, Input Modality=RGB2018.10 | 74.3 | 471 | |
| I3D (Two-Stream)Architecture Category=3D CNN, Input Modality=Two-Stream2018.10 | 74.2 | 9,354 | |
| I3D (RGB)Architecture Category=3D CNN, Input Modality=RGB2018.10 | 71.1 | 594 | |
| Representation Flow (2D CNN + FcF)Architecture Category=2D CNN, Single-stream design=true2018.10 | 69.4 | 576 | |
| Representation Flow (2D CNN + Rep. Flow)Architecture Category=2D CNN, Single-stream design=true2018.10 | 68.5 | 524 | |
| Two-streamArchitecture Category=2D CNN, Input Modality=Two-stream2018.10 | 64.5 | 8,546 | |
| I3D (Flow)Architecture Category=3D CNN, Input Modality=Flow2018.10 | 63.4 | 8,845 | |
| RGBArchitecture Category=2D CNN, Input Modality=RGB2018.10 | 61.3 | 225 | |
| FlowArchitecture Category=2D CNN, Input Modality=Flow2018.10 | 48.2 | 8,039 |