AViD Dataset: Anonymized Videos from Diverse Countries

We introduce a new public video dataset for action recognition: Anonymized Videos from Diverse countries (AViD). Unlike existing public video datasets, AViD is a collection of action videos from many different countries... (read more)

PDF Abstract NeurIPS 2020 PDF NeurIPS 2020 Abstract

Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK USES EXTRA
TRAINING DATA
RESULT BENCHMARK
Action Classification AViD SlowFast-101 16x8 Accuracy 50.9 # 1
Action Classification AViD SlowFast-50 4x4 Accuracy 48.5 # 6
Action Classification AViD SlowFast-50 8x8 Accuracy 50.4 # 3
Action Classification AViD 2D ResNet-50 Accuracy 36.2 # 9
Action Classification AViD I3D Accuracy 46.8 # 8
Action Classification AViD 3D ResNet-50 Accuracy 48.2 # 7
Action Classification AViD Two-Stream 3D ResNet-50 Accuracy 50.1 # 4
Action Classification AViD RepFlow ResNet-50 Accuracy 50.5 # 2
Action Classification AViD (2+1)D ResNet-50 Accuracy 48.8 # 5
Action Detection Charades 3D ResNet-50 pretrained on AViD mAP 23.2 # 5
Action Detection Charades 3D ResNet-50 + super-events pretrained on AViD mAP 25.2 # 2

Methods used in the Paper


METHOD TYPE
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