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Proficiency estimation on EgoExo4D Exos view
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46.6
Top-1 Accuracy
SkillFormer+PATS
24.032
29.891
35.75
41.609
Sep 30, 2025
Nov 5, 2025
Dec 11, 2025
Jan 16, 2026
Feb 21, 2026
Mar 29, 2026
May 5, 2026
Top-1 Accuracy
Updated 28d ago
Evaluation Results
Method
Method
Links
Top-1 Accuracy
SkillFormer+PATS
Params=27M, Frames=24–...
2026.05
46.6
SkillFormer
Pretrain=K600, Frames=...
2025.09
46.3
SkillFormer
Params=27M, Frames=16–...
2026.05
46.3
ProfVLM (AGP)
Pretrain=K600 + SmolLM...
2025.09
45.1
ProfVLM (AGP)
Params=5.3M, Frames=8,...
2026.05
45.1
ProfVLM (MLP)
Pretrain=K600 + SmolLM...
2025.09
44.2
TimeSFormer
Pretrain=EgoVLP, Frame...
2025.09
40.6
Ego-Exo4D Baselines (TimeSformer)
Params=121M, Frames=16...
2026.05
40.6
TimeSFormer
Pretrain=-, Frames=16,...
2025.09
40.1
TimeSFormer
Pretrain=K400, Frames=...
2025.09
39.1
TimeSFormer
Pretrain=HowTo100M, Fr...
2025.09
38.2
TimeSFormer
Pretrain=EgoVLPv2, Fra...
2025.09
38
EgoPulseFormer
Pretrain=EgoPPG-DB, Fr...
2025.09
35.9
EgoPulseFormer
Params=121M, Frames=16...
2026.05
35.9
Majority-class
Pretrain=-
2025.09
31.1
Majority
2026.05
31.1
SmolVLM
Pretrain=-, Train Para...
2025.09
30.7
SmolVLM2
Pretrain=-, Train Para...
2025.09
30.5
PandaGPT
Pretrain=ImageBind + V...
2025.09
25.6
Random
Pretrain=-
2025.09
24.9
Random
2026.05
24.9
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