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Proficiency estimation on EgoExo4D Ego view
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47.3
Top-1 Accuracy
SkillFormer+PATS
22.548
28.974
35.4
41.826
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
47.3
TimeSFormer
Pretrain=HowTo100M, Fr...
2025.09
46.8
Ego-Exo4D Baselines (TimeSformer)
Params=121M, Frames=16...
2026.05
46.8
TimeSFormer
Pretrain=EgoVLPv2, Fra...
2025.09
45.9
SkillFormer
Pretrain=K600, Frames=...
2025.09
45.9
SkillFormer
Params=27M, Frames=16–...
2026.05
45.9
EgoPulseFormer
Pretrain=EgoPPG-DB, Fr...
2025.09
45.3
EgoPulseFormer
Params=121M, Frames=16...
2026.05
45.3
TimeSFormer
Pretrain=EgoVLP, Frame...
2025.09
44.4
ProfVLM (AGP)
Pretrain=K600 + SmolLM...
2025.09
44.2
ProfVLM (AGP)
Params=5.3M, Frames=8,...
2026.05
44.2
TimeSFormer
Pretrain=K400, Frames=...
2025.09
42.9
TimeSFormer
Pretrain=-, Frames=16,...
2025.09
42.3
ProfVLM (MLP)
Pretrain=K600 + SmolLM...
2025.09
38.9
SmolVLM
Pretrain=-, Train Para...
2025.09
34.2
Majority-class
Pretrain=-
2025.09
31.1
Majority
2026.05
31.1
SmolVLM2
Pretrain=-, Train Para...
2025.09
26.8
Random
Pretrain=-
2025.09
24.9
Random
2026.05
24.9
PandaGPT
Pretrain=ImageBind + V...
2025.09
23.5
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