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MODEL ZOO

Kinetics

Dataset architecture depth init clips x crops #frames x sampling rate acc@1 acc@5 checkpoint config
K400 TAda2D R50 IN-1K 10 x 3 8 x 8 76.3 92.4 link configs/projects/tada/k400/tada2d_8x8.yaml
K400 TAda2D R50 IN-1K 10 x 3 16 x 5 76.9 92.7 link configs/projects/tada/k400/tada2d_16x5.yaml
K400 ViViT Fact. Enc. B16x2 IN-21K 4 x 3 32 x 2 79.4 94.0 link configs/projects/competition/k400/vivit_fac_enc_b16x2.yaml

Something-Something

Dataset architecture depth init clips x crops #frames acc@1 acc@5 checkpoint config
SSV2 TAda2D R50 IN-1K 2 x 3 8 63.8 87.7 link configs/projects/tada/ssv2/tada2d_8f.yaml
SSV2 TAda2D R50 IN-1K 2 x 3 16 65.2 89.1 link configs/projects/tada/ssv2/tada2d_16f.yaml

Epic-Kitchens Action Recognition

architecture init resolution clips x crops #frames x sampling rate action acc@1 verb acc@1 noun acc@1 checkpoint config
ViViT Fact. Enc.-B16x2 K700 320 4 x 3 32 x 2 46.3 67.4 58.9 link configs/projects/competition/ek100/vivit_fac_enc.yaml
ir-CSN-R152 K700 224 10 x 3 32 x 2 44.5 68.4 55.9 link configs/projects/competition/ek100/csn.yaml

Epic-Kitchens Temporal Action Localization

feature classification type IoU@0.1 IoU@0.2 IoU@0.3 IoU@0.4 IoU@0.5 Avg checkpoint config
ViViT ViViT Verb 22.90 21.93 20.74 19.08 16.00 20.13 link configs/projects/epic-kitchen-tal/bmn-epic/vivit-os-local.yaml
ViViT ViViT Noun 28.95 27.38 25.52 22.67 18.95 24.69 link configs/projects/epic-kitchen-tal/bmn-epic/vivit-os-local.yaml
ViViT ViViT Action 20.82 19.93 18.67 17.02 15.06 18.30 link configs/projects/epic-kitchen-tal/bmn-epic/vivit-os-local.yaml

MoSI

Note: for the following models, decord 0.4.1 are used rather than the default 0.6.0 for the codebase.

Pre-train (without finetuning)

dataset backbone checkpoint config
HMDB51 R-2D3D-18 link configs/projects/mosi/pt-hmdb/r2d3ds.yaml
HMDB51 R(2+1)D-10 link configs/projects/mosi/pt-hmdb/r2p1d.yaml
UCF101 R-2D3D-18 link configs/projects/mosi/pt-ucf/r2d3ds.yaml
UCF101 R(2+1)D-10 link configs/projects/mosi/pt-ucf/r2p1d.yaml

Finetuned

dataset backbone acc@1 acc@5 checkpoint config
HMDB51 R-2D3D-18 46.93 74.71 link configs/projects/mosi/ft-hmdb/r2d3ds.yaml
HMDB51 R(2+1)D-10 51.83 78.63 link configs/projects/mosi/ft-hmdb/r2p1d.yaml
UCF101 R-2D3D-18 71.75 89.14 link configs/projects/mosi/ft-ucf/r2d3ds.yaml
UCF101 R(2+1)D-10 82.79 95.78 link configs/projects/mosi/ft-ucf/r2p1d.yaml