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ResearchFormerly WizWand

Action Recognition on NEC Drones

91Top-1 AccuracyFALCON
32.34447.57262.878.028Mar 5, 2023Jun 8, 2023Sep 11, 2023Dec 15, 2023Mar 19, 2024Jun 22, 2024Sep 26, 2024
Updated 7mo ago

Evaluation results

MethodLinks
FALCONBackbone=ViT-L, Extra data=K400, Input Size=224 × 224, Frames=16, GFLOPs=597, Params=305M2024.0991
VideoMAEBackbone=ViT-L, Extra data=K400, Input Size=224 × 224, Frames=16, GFLOPs=597, Params=305M2024.0988.4
FALCONBackbone=ViT-B, Extra data=K400, Input Size=224 × 224, Frames=16, GFLOPs=180, Params=87M2024.0985.4
VideoMAEBackbone=ViT-B, Extra data=K400, Input Size=224 × 224, Frames=16, GFLOPs=180, Params=87M2024.0982.5
VideoMAE v2Backbone=ViT-G, Extra data=K400, Input Size=224 × 224, Frames=16, GFLOPs=5100, Params=632M2024.0982.2
DiffFARBackbone=X3D-M, Extra data=K400, Input Size=540 × 960, Frames=8, GFLOPs=130, Params=4M2024.0980.7
MITFASFrames=8, Input Size=540 × 540, Init.=Kinetics2023.0378.6
MITFASBackbone=X3D-M, Extra data=K400, Input Size=224 × 224, Frames=16, GFLOPs=7, Params=4M2024.0978.6
MVDBackbone=ViT-B, Extra data=IN21K + K400, Input Size=224 × 224, Frames=16, GFLOPs=180, Params=87M2024.0977.6
SiamMAEBackbone=ViT-B, Extra data=K400, Input Size=224 × 224, Frames=16, GFLOPs=180, Params=87M2024.0976.4
MotionFormerBackbone=ViT-B, Extra data=IN21K + K400, Input Size=224 × 224, Frames=8, GFLOPs=370, Params=109M2024.0973.6
FARFrames=8, Input Size=960 x 540, Init.=Kinetics2023.0371.4
FARBackbone=X3D-M, Extra data=K400, Input Size=540 × 960, Frames=8, GFLOPs=65, Params=4M2024.0971.4
X3D-MFrames=8, Input Size=960 × 540, Init.=Kinetics2023.0366.1
PMI SamplerFrames=16, Backbone=X3D-M2023.0462.5
PMI SamplerBackbone=X3D-M, Extra data=K400, Input Size=224 × 224, Frames=16, GFLOPs=7, Params=4M2024.0962.5
SCP-uniformpretrain=Kinetics4002023.0559.4
MG SamplerFrames=16, Backbone=X3D-M2023.0458.5
UniformFrames=16, Backbone=X3D-M2023.0455.4
X3D-uniformpretrain=Kinetics4002023.0555.4
RandomFrames=16, Backbone=X3D-M2023.0452
X3D-randompretrain=Kinetics4002023.0552
TimesFormerBackbone=ViT-B, Extra data=K400, Input Size=224 × 224, Frames=8, GFLOPs=196, Params=131M2024.0940.5
ViViT FEBackbone=ViT-B, Extra data=IN-21K, Input Size=224 × 224, Frames=16, GFLOPs=284, Params=116M2024.0938.4
K-centeredFrames=16, Backbone=ViT2023.0436.3
K-centeredpretrain=N/A2023.0536.3
MViT v1Backbone=MViT-B, Extra data=K400, Input Size=224 × 224, Frames=16, GFLOPs=71, Params=37M2024.0934.6