Continual 3D Convolutional Neural Networks for Real-time Processing of Videos

Benchmark Model Rank Results
action-classification-on-charadesCo Slow_64#32MAP: 25.2FLOPs (G) x views: 6.9x1
action-classification-on-charadesSlow-8×8#33MAP: 24.1FLOPs (G) x views: 54.9x1
action-classification-on-charadesCo Slow_8#36MAP: 21.5FLOPs (G) x views: 6.9x1
action-classification-on-kinetics-400Co Slow_64#160Acc@1: 73.05FLOPs (G) x views: 6.90x1Parameters (M): 32.45
action-classification-on-kinetics-400Co X3D-L_64#165Acc@1: 71.61FLOPs (G) x views: 1.25x1Parameters (M): 6.15
action-classification-on-kinetics-400Co X3D-M_64#167Acc@1: 71.03FLOPs (G) x views: 0.33x1Parameters (M): 3.79
action-classification-on-kinetics-400X3D-L#168Acc@1: 69.29FLOPs (G) x views: 19.17x1Parameters (M): 6.15
action-classification-on-kinetics-400SlowFast-8×8-R50#170Acc@1: 68.45FLOPs (G) x views: 66.25x1Parameters (M): 66.25
action-classification-on-kinetics-400Slow-8x8-R50#173Acc@1: 67.42FLOPs (G) x views: 54.87x1Parameters (M): 32.45
action-classification-on-kinetics-400Co X3D-S_64#174Acc@1: 67.33FLOPs (G) x views: 0.17x1Parameters (M): 3.79
action-classification-on-kinetics-400X3D-M#175Acc@1: 67.24FLOPs (G) x views: 4.97x1Parameters (M): 3.79
action-classification-on-kinetics-400SlowFast-4×16-R50#176Acc@1: 67.06FLOPs (G) x views: 36.46x1Parameters (M): 34.48
action-classification-on-kinetics-400Co Slow_8#177Acc@1: 65.90FLOPs (G) x views: 6.90x1Parameters (M): 32.45
action-classification-on-kinetics-400X3D-S#179Acc@1: 64.71FLOPs (G) x views: 2.06x1Parameters (M): 3.79
action-classification-on-kinetics-400I3D-R50#180Acc@1: 63.98FLOPs (G) x views: 28.61x1Parameters (M): 28.04
action-classification-on-kinetics-400Co X3D-L_16#181Acc@1: 63.03FLOPs (G) x views: 1.25x1Parameters (M): 6.15
action-classification-on-kinetics-400Co X3D-M_16#182Acc@1: 62.80FLOPs (G) x views: 0.33x1Parameters (M): 3.79
action-classification-on-kinetics-400Co X3D-S_13#183Acc@1: 60.18FLOPs (G) x views: 0.17x1Parameters (M): 3.79
action-classification-on-kinetics-400Co I3D_8#184Acc@1: 59.58FLOPs (G) x views: 5.68x1Parameters (M): 28.04
action-classification-on-kinetics-400R(2+1)D-18_16#185Acc@1: 59.52FLOPs (G) x views: 40.71x1Parameters (M): 31.51
action-classification-on-kinetics-400X3D-XS#186Acc@1: 59.37FLOPs (G) x views: 0.64x1Parameters (M): 3.79
action-classification-on-kinetics-400Co I3D_64#187Acc@1: 56.86FLOPs (G) x views: 5.68x1Parameters (M): 28.04
action-classification-on-kinetics-400R(2+1)D-18_8#188Acc@1: 53.52FLOPs (G) x views: 20.35x1Parameters (M): 31.51
action-classification-on-kinetics-400RCU_8#189Acc@1: 53.40FLOPs (G) x views: 4.71x1Parameters (M): 12.80