Visual Prompt Tuning on VTAB-1k(Structured<8>)

Metric: Mean Accuracy (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Mean Accuracy▼	Extra Data	Paper	Date↕	Code
1	SPT-Deep(ViT-B/16_MAE_pretrained_ImageNet-1K)	59.23	No	Revisiting the Power of Prompt for Visual Tuning	2024-02-04	-
2	SPT-Deep(ViT-B/16_MoCo_v3_pretrained_ImageNet-1K)	58.36	No	Revisiting the Power of Prompt for Visual Tuning	2024-02-04	-
3	SPT-Shallow(ViT-B/16_MoCo_v3_pretrained_ImageNet-1K)	55.16	No	Revisiting the Power of Prompt for Visual Tuning	2024-02-04	-
4	SPT-Shallow(ViT-B/16_MAE_pretrained_ImageNet-1K)	53.46	No	Revisiting the Power of Prompt for Visual Tuning	2024-02-04	-
5	GateVPT(ViT-B/16_MoCo_v3_pretrained_ImageNet-1K)	49.1	No	Improving Visual Prompt Tuning for Self-supervis...	2023-06-08	Code
6	VPT-Deep(ViT-B/16_MoCo_v3_pretrained_ImageNet-1K)	42.38	No	Visual Prompt Tuning	2022-03-23	Code
7	VPT-Shallow(ViT-B/16_MoCo_v3_pretrained_ImageNet-1K)	37.55	No	Visual Prompt Tuning	2022-03-23	Code
8	GateVPT(ViT-B/16_MAE_pretrained_ImageNet-1K)	36.8	No	Improving Visual Prompt Tuning for Self-supervis...	2023-06-08	Code
9	VPT-Shallow(ViT-B/16_MAE_pretrained_ImageNet-1K)	27.5	No	Visual Prompt Tuning	2022-03-23	Code
10	VPT-Deep(ViT-B/16_MAE_pretrained_ImageNet-1K)	26.57	No	Visual Prompt Tuning	2022-03-23	Code

#1SPT-Deep(ViT-B/16_MAE_pretrained_ImageNet-1K)SOTA
59.23
Mean Accuracy· 2024-02-04
Revisiting the Power of Prompt for Visual Tuning
#2SPT-Deep(ViT-B/16_MoCo_v3_pretrained_ImageNet-1K)
58.36
Mean Accuracy· 2024-02-04
Revisiting the Power of Prompt for Visual Tuning
#3SPT-Shallow(ViT-B/16_MoCo_v3_pretrained_ImageNet-1K)
55.16
Mean Accuracy· 2024-02-04
Revisiting the Power of Prompt for Visual Tuning
#4SPT-Shallow(ViT-B/16_MAE_pretrained_ImageNet-1K)
53.46
Mean Accuracy· 2024-02-04
Revisiting the Power of Prompt for Visual Tuning
#5GateVPT(ViT-B/16_MoCo_v3_pretrained_ImageNet-1K)SOTA
49.1
Mean Accuracy· 2023-06-08
Improving Visual Prompt Tuning for Self-supervised Vision Transformers Code
#6VPT-Deep(ViT-B/16_MoCo_v3_pretrained_ImageNet-1K)SOTA
42.38
Mean Accuracy· 2022-03-23
Visual Prompt Tuning Code
#7VPT-Shallow(ViT-B/16_MoCo_v3_pretrained_ImageNet-1K)
37.55
Mean Accuracy· 2022-03-23
Visual Prompt Tuning Code
#8GateVPT(ViT-B/16_MAE_pretrained_ImageNet-1K)
36.8
Mean Accuracy· 2023-06-08
Improving Visual Prompt Tuning for Self-supervised Vision Transformers Code
#9VPT-Shallow(ViT-B/16_MAE_pretrained_ImageNet-1K)
27.5
Mean Accuracy· 2022-03-23
Visual Prompt Tuning Code
#10VPT-Deep(ViT-B/16_MAE_pretrained_ImageNet-1K)
26.57
Mean Accuracy· 2022-03-23
Visual Prompt Tuning Code