Action Recognition on NEC Drones
91Top-1 AccuracyFALCON
Evaluation Results
| Method | Links | |
|---|---|---|
| FALCONBackbone=ViT-L, Extra data=K400, Input Size=224 × 224, Frames=16, GFLOPs=597, Params=305M2024.09 | 91 | |
| VideoMAEBackbone=ViT-L, Extra data=K400, Input Size=224 × 224, Frames=16, GFLOPs=597, Params=305M2024.09 | 88.4 | |
| FALCONBackbone=ViT-B, Extra data=K400, Input Size=224 × 224, Frames=16, GFLOPs=180, Params=87M2024.09 | 85.4 | |
| VideoMAEBackbone=ViT-B, Extra data=K400, Input Size=224 × 224, Frames=16, GFLOPs=180, Params=87M2024.09 | 82.5 | |
| VideoMAE v2Backbone=ViT-G, Extra data=K400, Input Size=224 × 224, Frames=16, GFLOPs=5100, Params=632M2024.09 | 82.2 | |
| DiffFARBackbone=X3D-M, Extra data=K400, Input Size=540 × 960, Frames=8, GFLOPs=130, Params=4M2024.09 | 80.7 | |
| MITFASFrames=8, Input Size=540 × 540, Init.=Kinetics2023.03 | 78.6 | |
| MITFASBackbone=X3D-M, Extra data=K400, Input Size=224 × 224, Frames=16, GFLOPs=7, Params=4M2024.09 | 78.6 | |
| MVDBackbone=ViT-B, Extra data=IN21K + K400, Input Size=224 × 224, Frames=16, GFLOPs=180, Params=87M2024.09 | 77.6 | |
| SiamMAEBackbone=ViT-B, Extra data=K400, Input Size=224 × 224, Frames=16, GFLOPs=180, Params=87M2024.09 | 76.4 | |
| MotionFormerBackbone=ViT-B, Extra data=IN21K + K400, Input Size=224 × 224, Frames=8, GFLOPs=370, Params=109M2024.09 | 73.6 | |
| FARFrames=8, Input Size=960 x 540, Init.=Kinetics2023.03 | 71.4 | |
| FARBackbone=X3D-M, Extra data=K400, Input Size=540 × 960, Frames=8, GFLOPs=65, Params=4M2024.09 | 71.4 | |
| X3D-MFrames=8, Input Size=960 × 540, Init.=Kinetics2023.03 | 66.1 | |
| PMI SamplerFrames=16, Backbone=X3D-M2023.04 | 62.5 | |
| PMI SamplerBackbone=X3D-M, Extra data=K400, Input Size=224 × 224, Frames=16, GFLOPs=7, Params=4M2024.09 | 62.5 | |
| SCP-uniformpretrain=Kinetics4002023.05 | 59.4 | |
| MG SamplerFrames=16, Backbone=X3D-M2023.04 | 58.5 | |
| UniformFrames=16, Backbone=X3D-M2023.04 | 55.4 | |
| X3D-uniformpretrain=Kinetics4002023.05 | 55.4 | |
| RandomFrames=16, Backbone=X3D-M2023.04 | 52 | |
| X3D-randompretrain=Kinetics4002023.05 | 52 | |
| TimesFormerBackbone=ViT-B, Extra data=K400, Input Size=224 × 224, Frames=8, GFLOPs=196, Params=131M2024.09 | 40.5 | |
| ViViT FEBackbone=ViT-B, Extra data=IN-21K, Input Size=224 × 224, Frames=16, GFLOPs=284, Params=116M2024.09 | 38.4 | |
| K-centeredFrames=16, Backbone=ViT2023.04 | 36.3 | |
| K-centeredpretrain=N/A2023.05 | 36.3 | |
| MViT v1Backbone=MViT-B, Extra data=K400, Input Size=224 × 224, Frames=16, GFLOPs=71, Params=37M2024.09 | 34.6 |