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Benchmarks
Image Recognition on ImageNet-1K 2009 (val)
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80.6
Top-1 Accuracy
Flowformer
67.808
71.129
74.45
77.771
Feb 13, 2022
Top-1 Accuracy
Top-5 Accuracy
Updated 4d ago
Evaluation Results
Method
Method
Links
Top-1 Accuracy
Top-5 Accuracy
Flowformer
Complexity=O(nd²), Par...
2022.02
80.6
94.9
DeiT+Flowformer
Complexity=O(nd²), Par...
2022.02
80
94.8
DeiT-S
Complexity=O(n²d), Par...
2022.02
79.8
95
Reformer
Complexity=O((n log n)...
2022.02
79.6
94.7
SOFT
Complexity=O(nd²), Par...
2022.02
79.2
94.5
Linear Trans.
Complexity=O(nd²), Par...
2022.02
79
94.1
YOSO-E
Complexity=O(nd²), Par...
2022.02
79
94.3
Full Attn.
Complexity=O(n²d), Par...
2022.02
78.7
94.3
Performer
Complexity=O(nd²), Par...
2022.02
78.1
93.2
ViT-Base
Complexity=O(n²d), Par...
2022.02
77.9
-
Longformer
Complexity=O(nd²), Par...
2022.02
77.6
93.1
Nyströmformer
Complexity=O(nd²), Par...
2022.02
77.2
93
ViT-Large
Complexity=O(n²d), Par...
2022.02
76.5
-
cosFormer
Complexity=O(nd²), Par...
2022.02
68.3
88
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