Skip to content

Latest commit

 

History

History
38 lines (30 loc) · 4.57 KB

model_zoo.md

File metadata and controls

38 lines (30 loc) · 4.57 KB

Model Zoo

The evaluation metrics are top-1 and top-5 video-level accuracy on Kinetics-400 validation set. The Finetuned model column provides models either trained from scratch or fine-tuned on Kinetics. The Pre-trained model column provides models pre-trained on Sports1M or IG-65M without further finetuning on Kinetics.

C3D

Input size Pre-trained dataset Pre-trained model Video@1 Video@5 Finetuned model GFLOPs params(M)
16x112x112 None None 66.6 86.7 link 38.5 64.9
16x112x112 Sports1M link 67.4 87.2 link 38.5 64.9

R(2+1)D-34

Input size Pre-trained dataset Pre-trained model Video@1 Video@5 Finetuned model GFLOPs params(M)
8x112x122 IG-65M link 74.9 91.8 link 49.8 63.6
32x112x122 IG-65M link 80.0 94.2 link 199.0 63.6

R(2+1)D-152

Input size Pre-trained dataset Pre-trained model Video@1 Video@5 Finetuned model GFLOPs params(M)
32x112x122 None None 77.3 92.5 link 329.1 118.0
32x112x122 Sports1M link 79.5 94.0 link 329.1 118.0
32x112x112 IG-65M link 81.6 95.3 link 329.1 118.0

ir-CSN-152

Input size Pre-trained dataset Pre-trained model Video@1 Video@5 Finetuned model GFLOPs params(M)
32x224x224 None None 76.5 92.1 link 96.7 29.6
32x224x224 Sports1M link 78.2 93.0 link 96.7 29.6
32x224x224 IG-65M link 82.6 95.3 link 96.7 29.6

ip-CSN-152

Input size Pre-trained dataset Pre-trained model Video@1 Video@5 Finetuned model GFLOPs params(M)
32x224x224 None None 77.8 92.8 link 108.8 32.8
32x224x224 Sports1M link 78.8 93.5 link 108.8 32.8
32x224x224 IG-65M link 82.5 95.3 link 108.8 32.8