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Video Action Recognition on Kinetics-400 (val)

94.3Top-1 Acc

FTP-UniFormerV2-L/14

Updated 1mo ago

Evaluation Results

Method
FTP-UniFormerV2-L/14 2024.03	94.3	99.4
FTP-UniFormerV2-L/14 2024.03	93.4	99.3
FTP-UniFormerV2-B/16 2024.03	91.9	98.9
InternVideo 2024.03	91.1	98.9
TubeVit-H 2024.03	90.9	98.9
VideoMAE V2-g 2024.03	90	98.4
UniFormerV2-L/14 2024.03	90	98.4
MTV-H 2024.03	89.9	98.3
ATM 2023.07	89.4	98.3
UniFormerV2-L/14 2024.03	89.3	98.2
MTV-H 2024.03	89.1	98.2
BIKE 2023.07	88.6	98.3
Text4Vis 2023.07	88.4	98
ATM 2023.07	88.2	97.9
BIKE-L/14 2024.08	88.1	97.9
ATM 2023.07	88	97.6
EVL 2023.07	87.7	-
X-CLIP 2023.07	87.7	97.4
EVL-L/14 2024.03	87.7	-
X-CLIP-L/14 2024.03	87.7	-
AIM 2023.07	87.5	97.7
EVL 2023.07	87.3	-
ATM 2023.07	87.3	97.4
ST-Adapter 2023.07	87.2	97.6
TDS-CLIP-L/14 2024.08	87.2	97.6
MViT-L↑352, 40×3 (MaskFeat) 2021.12	87	97.4
MaskFeat-L 2024.03	87	97.4
SwinV2-G↑384 2021.12	86.8	-
MAE-H 2024.03	86.8	97.2
MViT-L↑352, 40×3 (MaskFeat) 2021.12	86.7	97.3
TDS-CLIP-L/14 2024.08	86.7	97.5
VideoMAE-H 2024.03	86.6	97.1
Florence 384 2021.12	86.5	97.3
Florence 2023.07	86.5	97.3
MViT-L↑312, 40×3 (MaskFeat) 2021.12	86.4	97.1
MViT-L↑312, 32×3 (MaskFeat) 2021.12	86.3	97.1
MViTv2-L 2024.03	86.1	97
MTV 2023.07	85.8	96.6
UniFormerV2-B/16 2024.03	85.6	97
Uniformer V2-B/16 2024.08	85.6	97
TokenLearner 2021.12	85.4	-
TokenLearner-L/10 2024.03	85.4	96.3
DUALPATH-B/16 2024.08	85.4	97.1
MViT-L↑312, 32×3 2021.12	85.3	96.6
MViT-L, 16×4 (MaskFeat) 2021.12	85.1	96.6
Video Swin-L 2024.08	85.1	95.9
DiST-B/16 2024.08	85	97
Swin-L↑384, 32×2 2021.12	84.9	96.7
ViViT-H 2021.12	84.9	95.8
Video Swin-L 2024.03	84.9	96.7
ViViT-H 2024.03	84.9	95.8
ViViT 2023.07	84.8	95.8
X-CLIP-B/16 2024.08	84.7	96.8
S-VIT-B/16 2024.08	84.7	96.8
AIM-B/16 2024.08	84.7	96.7
TDS-CLIP-B/16 2024.08	84.5	96.7
MViT-L, 16×4 (MaskFeat) 2021.12	84.3	96.3
STAN-B/16 2024.08	84.2	96.5
Side4Video-B/16 2024.08	84.2	96.5
EVL-B/16 2026.04	84.2	-
M2-CLIP-B/16 2024.08	84.1	96.8
M2-CLIP-B/16 2026.04	84.1	-
PKS4-L/14 2026.04	84.1	-
AIM-B/16 2024.08	83.9	96.3
TDS-CLIP-B/16 2024.08	83.9	96.1
VideoMamba-M800e 2026.04	83.9	-
ActionCLIP-B/16 2024.08	83.8	96.2
DiST-B/16 2024.08	83.6	96.3
ViViT-L 2021.12	83.5	94.3
MViT-L, 16×4 2021.12	83.5	95.9
Swin-L, 32×2 2021.12	83.1	95.9
SwinTransformer-L/14 2026.04	83.1	-
UniFormer V1-B 2024.03	83	95.4
MVIT-B 2024.08	82.9	95.7
EVL-B/16 2024.08	82.9	-
Swin-B, 32×2 2021.12	82.7	95.5
ST-Adapter-B/16 2024.08	82.7	96.2
SwinTransformer-B/16 2026.04	82.7	-
ST-Adapter-B/16 2026.04	82.7	-
MViT-S, 16×4 2021.12	82.6	95.3
VideoMamba-M 2026.04	82.4	-
MViT-S, 16×4 (MaskFeat) 2021.12	82.2	95.1
MViT-L↑312, 32×3 2021.12	82.2	94.7
PKS4-B/16 2026.04	82.2	-
ST-Adapter-B/16 2024.08	82	95.7
MTV-B/16 2026.04	81.8	-
ViViT FE-L 2024.08	81.7	93.8
ViViT-L/16×2 FE 2026.04	81.7	-
MoViNet-A6 2021.12	81.5	95.3
VideoMamba-S 2026.04	81.5	-
MViTv1-B, 64×3 2021.12	81.2	95.1
MViT-B, 64×3 2021.09	81.2	95.1
MViT-S, 16×4 2021.12	81.1	94.9
VATT 2022.11	81.1	-
Mformer-HR 2024.03	81.1	95.2
Mformer-L/14 2026.04	81.1	-
R3D-RS-200 + RA 2021.09	81	-
ViT-B-TimeSformer 2021.12	80.7	94.7
TimeSformer-L 2024.03	80.7	94.7
TimeSformer-L 2026.04	80.7	-

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