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Classification on Flowers (top-1 accuracy)
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78.7
Top-1 Accuracy
OpenAI-CLIP ViT-L
-2.004
18.948
39.9
60.852
Sep 28, 2024
Oct 27, 2024
Nov 25, 2024
Dec 24, 2024
Jan 22, 2025
Feb 20, 2025
Mar 21, 2025
Top-1 Accuracy
Updated 4d ago
Evaluation Results
Method
Method
Links
Top-1 Accuracy
OpenAI-CLIP ViT-L
N=400M, Zero-shot=true
2024.09
78.7
DINOv2-ARL
N=20M, Zero-shot=true
2024.09
78.4
LiT L16L
N=112M, Zero-shot=true
2024.09
76.3
DINOv2-MpNet
N=20M, Zero-shot=true
2024.09
75.8
LAION-CLIP ViT-L
N=400M, Zero-shot=true
2024.09
73
CLIP-PGS
Image Encoder=ViT-B/16...
2025.03
33.2
CLIP-PGS
Image Encoder=ViT-B/16...
2025.03
30.7
CLIP-PGS
Image Encoder=ViT-S/16...
2025.03
28.5
E-CLIP
Image Encoder=ViT-B/16...
2025.03
28.4
CLIP-PGS
Image Encoder=ViT-S/16...
2025.03
26.6
CLIP
Image Encoder=ViT-B/16...
2025.03
26
A-CLIP
Image Encoder=ViT-B/16...
2025.03
25.7
FLIP
Image Encoder=ViT-B/16...
2025.03
25.3
LiTLwA-base
N=0.5M, Zero-shot=true
2024.09
2.1
LiTDA-base
N=0.5M, Zero-shot=true
2024.09
1.1
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