Continual Spatio-Temporal Graph Convolutional Networks

Benchmark Model Rank Results
skeleton-based-action-recognition-on-kinetics-skeletonAGCN (2-stream)#20Accuracy: 36.9GFLOPS per prediction: 26.91
skeleton-based-action-recognition-on-kinetics-skeletonAGCN (1-stream)#22Accuracy: 35GFLOPS per prediction: 13.45
skeleton-based-action-recognition-on-kinetics-skeletonS-TR (2-stream)#25Accuracy: 34.7GFLOPS per prediction: 23.24
skeleton-based-action-recognition-on-kinetics-skeletonST-GCN (2-stream)#26Accuracy: 34.4GFLOPS per prediction: 24.09
skeleton-based-action-recognition-on-kinetics-skeletonST-GCN (1-stream)#27Accuracy: 33.4GFLOPS per prediction: 12.04
skeleton-based-action-recognition-on-kinetics-skeletonCoST-GCN (2-stream)#28Accuracy: 33.1GFLOPS per prediction: 0.32
skeleton-based-action-recognition-on-kinetics-skeletonCoAGCN (1-stream)#29Accuracy: 33GFLOPS per prediction: 0.18
skeleton-based-action-recognition-on-kinetics-skeletonCoS-TR (2-stream)#30Accuracy: 32.7GFLOPS per prediction: 0.31
skeleton-based-action-recognition-on-kinetics-skeletonCoST-GCN* (2-stream)#31Accuracy: 32.2GFLOPS per prediction: 0.22
skeleton-based-action-recognition-on-kinetics-skeletonS-TR (1-stream)#32Accuracy: 32GFLOPS per prediction: 11.62
skeleton-based-action-recognition-on-kinetics-skeletonCoST-GCN (1-stream)#33Accuracy: 31.8GFLOPS per prediction: 0.16
skeleton-based-action-recognition-on-kinetics-skeletonCoST-GCN* (1-stream)#36Accuracy: 30.2GFLOPS per prediction: 0.11
skeleton-based-action-recognition-on-kinetics-skeletonCoS-TR* (2-stream)#37Accuracy: 29.9GFLOPS per prediction: 0.22
skeleton-based-action-recognition-on-kinetics-skeletonCoS-TR (1-stream)#38Accuracy: 29.7
skeleton-based-action-recognition-on-kinetics-skeletonCoAGCN* (2-stream)#39Accuracy: 27.5GFLOPS per prediction: 0.25
skeleton-based-action-recognition-on-kinetics-skeletonCoS-TR* (1-stream)#40Accuracy: 27.4GFLOPS per prediction: 0.11
skeleton-based-action-recognition-on-kinetics-skeletonCoAGCN* (1-stream)#41Accuracy: 23.3GFLOPS per prediction: 0.12
skeleton-based-action-recognition-on-kinetics-skeletonCoAGCN (2-stream)#42GFLOPS per prediction: 0.36
skeleton-based-action-recognition-on-ntu-rgbd-120S-TR (2-stream)#44Accuracy (Cross-Subject): 84.8Accuracy (Cross-Setup): 86.2…
skeleton-based-action-recognition-on-ntu-rgbd-120CoS-TR* (2-stream)#45Accuracy (Cross-Subject): 84.8Accuracy (Cross-Setup): 86.1…
skeleton-based-action-recognition-on-ntu-rgbd-120CoST-GCN* (2-stream)#48Accuracy (Cross-Subject): 84.0Accuracy (Cross-Setup): 85.5…
skeleton-based-action-recognition-on-ntu-rgbd-120AGCN (2-stream)#49Accuracy (Cross-Subject): 84Accuracy (Cross-Setup): 85.4…
skeleton-based-action-recognition-on-ntu-rgbd-120ST-GCN (2-stream)#50Accuracy (Cross-Subject): 83.7Accuracy (Cross-Setup): 85.1…
skeleton-based-action-recognition-on-ntu-rgbd-120CoAGCN* (2-stream)#55Accuracy (Cross-Subject): 80.4Accuracy (Cross-Setup): 82…
skeleton-based-action-recognition-on-ntu-rgbd-120S-TR (1-stream)#56Accuracy (Cross-Subject): 80.2Accuracy (Cross-Setup): 81.8…
skeleton-based-action-recognition-on-ntu-rgbd-120CoS-TR* (1-stream)#57Accuracy (Cross-Subject): 79.7Accuracy (Cross-Setup): 81.7…
skeleton-based-action-recognition-on-ntu-rgbd-120AGCN (1-stream)#58Accuracy (Cross-Subject): 79.7Accuracy (Cross-Setup): 80.7…
skeleton-based-action-recognition-on-ntu-rgbd-120CoST-GCN* (1-stream)#59Accuracy (Cross-Subject): 79.4Accuracy (Cross-Setup): 81.6…
skeleton-based-action-recognition-on-ntu-rgbd-120ST-GCN (1-stream)#60Accuracy (Cross-Subject): 79GFLOPS per prediction: 16.73
skeleton-based-action-recognition-on-ntu-rgbd-120CoAGCN* (1-stream)#61Accuracy (Cross-Subject): 77.3Accuracy (Cross-Setup): 79.1…
skeleton-based-action-recognition-on-ntu-rgbd-60CoS-TR* (2-stream)#65Accuracy (CS): 88.9Accuracy (CV): 94.8GFLOPs per pred: 0.3
skeleton-based-action-recognition-on-ntu-rgbd-60CoST-GCN* (2-stream)#67Accuracy (CS): 88.3Accuracy (CV): 95GFLOPs per pred: 0.32
skeleton-based-action-recognition-on-ntu-rgbd-60CoST-GCN*#77Accuracy (CS): 86.3Accuracy (CV): 93.8GFLOPs per pred: 0.16
skeleton-based-action-recognition-on-ntu-rgbd-60CoS-TR*#78Accuracy (CS): 86.3Accuracy (CV): 92.4GFLOPs per pred: 0.15
skeleton-based-action-recognition-on-ntu-rgbd-60ST-GCN#79Accuracy (CS): 86Accuracy (CV): 93.4GFLOPs per pred: 16.73
skeleton-based-action-recognition-on-ntu-rgbd-60CoAGCN* (2-stream)#80Accuracy (CS): 86.0Accuracy (CV): 93.1GFLOPs per pred: 0.44
skeleton-based-action-recognition-on-ntu-rgbd-60CoAGCN*#84Accuracy (CS): 84.1Accuracy (CV): 92.6