Non-local Neural Networks

Benchmark Model Rank Results
action-classification-on-kinetics-400I3D + NL#115Acc@1: 77.7Acc@5: 93.3
action-classification-on-toyota-smarthomeI3D + Non Local#7CS: 53.6CV1: 34.3CV2: 43.9
action-recognition-in-videos-on-something-1NL I3D#57Top 1 Accuracy: 44.4
instance-segmentation-on-coco-minivalMask R-CNN (ResNext-152, +1 NL)#70mask AP: 40.3
instance-segmentation-on-coco-minivalMask R-CNN (ResNet-101, +1 NL)#82mask AP: 37.1
instance-segmentation-on-coco-minivalMask R-CNN (ResNet-50, +1 NL)#86mask AP: 35.5
keypoint-detection-on-cocoMask R-CNN + NL blocks (4 in head, 1 in backbone)#24Validation AP: 66.5
object-detection-on-coco-minivalMask R-CNN (ResNeXt-152 + 1 NL)#117box AP: 45.0AP50: 67.8AP75: 48.9
object-detection-on-coco-minivalMask R-CNN (ResNet-101 + 1 NL)#171box AP: 40.8AP50: 63.1AP75: 44.5
object-detection-on-coco-minivalMask R-CNN (ResNet-50 + 1 NL)#190box AP: 39.0AP50: 61.1AP75: 41.9