Action Classification on HMDB (test)
81.1AccuracyRepresentation Flow ((2+1)D CNN + FcF)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Representation Flow ((2+1)D CNN + FcF)Architecture Category=(2+1)D CNN, Pre-training (Kinetics)=true, Single-stream design=true2018.10 | 81.1 | 654 | |
| Representation Flow ((2+1)D CNN + FcF) + Non-localArchitecture Category=(2+1)D CNN, Pre-training (Kinetics)=true, Single-stream design=true, Non-local=true2018.10 | 81.1 | 865 | |
| I3D (Two-Stream)Architecture Category=3D CNN, Pre-training (Kinetics)=true2018.10 | 80.7 | 9,354 | |
| Two-Stream R(2+1)DArchitecture Category=(2+1)D CNN, Pre-training (Kinetics)=true2018.10 | 78.7 | 8,623 | |
| Representation Flow (2D CNN + FcF)Architecture Category=2D CNN, Pre-training (Kinetics)=true, Single-stream design=true2018.10 | 77.3 | 576 | |
| I3D (Flow)Architecture Category=3D CNN, Pre-training (Kinetics)=true2018.10 | 77.3 | 8,845 | |
| Representation Flow ((2+1)D CNN + Rep. Flow)Architecture Category=(2+1)D CNN, Pre-training (Kinetics)=true, Single-stream design=true2018.10 | 77.1 | 622 | |
| Representation Flow (2D CNN + Rep. Flow)Architecture Category=2D CNN, Pre-training (Kinetics)=true, Single-stream design=true2018.10 | 76.4 | 524 | |
| RGB S3DArchitecture Category=3D CNN, Pre-training (Kinetics)=true2018.10 | 75.9 | 525 | |
| RGB R(2+1)DArchitecture Category=(2+1)D CNN, Pre-training (Kinetics)=true2018.10 | 74.5 | 471 | |
| Representation Flow (2D CNN + FcF)Architecture Category=2D CNN, Pre-training (Kinetics)=false, Single-stream design=true2018.10 | 74.4 | 576 | |
| I3D (RGB)Architecture Category=3D CNN, Pre-training (Kinetics)=true2018.10 | 74.3 | 594 | |
| OFF (RGB + Flow + RGB Diff)Architecture Category=2D CNN, Pre-training (Kinetics)=false2018.10 | 74.2 | 9,520 | |
| Representation Flow (2D CNN + Rep. Flow)Architecture Category=2D CNN, Pre-training (Kinetics)=false, Single-stream design=true2018.10 | 73.5 | 524 | |
| TVNet (+RGB)Architecture Category=2D CNN, Pre-training (Kinetics)=false2018.10 | 71 | 785 | |
| Two-streamArchitecture Category=2D CNN, Pre-training (Kinetics)=true2018.10 | 66.6 | 8,546 | |
| I3D (Two-Stream)Architecture Category=3D CNN, Pre-training (Kinetics)=false2018.10 | 66.4 | 9,354 | |
| Two-streamArchitecture Category=2D CNN, Pre-training (Kinetics)=false2018.10 | 62.4 | 8,546 | |
| I3D (Flow)Architecture Category=3D CNN, Pre-training (Kinetics)=false2018.10 | 61.9 | 8,845 | |
| FlowArchitecture Category=2D CNN, Pre-training (Kinetics)=true2018.10 | 61.2 | 8,039 | |
| RGBArchitecture Category=2D CNN, Pre-training (Kinetics)=true2018.10 | 59.4 | 225 | |
| FlowArchitecture Category=2D CNN, Pre-training (Kinetics)=false2018.10 | 57.3 | 8,039 | |
| OFF (RGB Only)Architecture Category=2D CNN, Pre-training (Kinetics)=false2018.10 | 57.1 | 365 | |
| RGBArchitecture Category=2D CNN, Pre-training (Kinetics)=false2018.10 | 53.4 | 225 | |
| I3D (RGB)Architecture Category=3D CNN, Pre-training (Kinetics)=false2018.10 | 49.8 | 594 |