Visual Prompt Tuning on VTAB-1k(Specialized<4>)

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_MoCo_v3_pretrained_ImageNet-1K)	84.95	No	Revisiting the Power of Prompt for Visual Tuning	2024-02-04	-
2	SPT-Shallow(ViT-B/16_MoCo_v3_pretrained_ImageNet-1K)	83.93	No	Revisiting the Power of Prompt for Visual Tuning	2024-02-04	-
3	GateVPT(ViT-B/16_MoCo_v3_pretrained_ImageNet-1K)	83.38	No	Improving Visual Prompt Tuning for Self-supervis...	2023-06-08	Code
4	SPT-Deep(ViT-B/16_MAE_pretrained_ImageNet-1K)	83.15	No	Revisiting the Power of Prompt for Visual Tuning	2024-02-04	-
5	VPT-Deep(ViT-B/16_MoCo_v3_pretrained_ImageNet-1K)	83.04	No	Visual Prompt Tuning	2022-03-23	Code
6	VPT-Shallow(ViT-B/16_MoCo_v3_pretrained_ImageNet-1K)	82.26	No	Visual Prompt Tuning	2022-03-23	Code
7	SPT-Shallow(ViT-B/16_MAE_pretrained_ImageNet-1K)	80.9	No	Revisiting the Power of Prompt for Visual Tuning	2024-02-04	-
8	GateVPT(ViT-B/16_MAE_pretrained_ImageNet-1K)	76.86	No	Improving Visual Prompt Tuning for Self-supervis...	2023-06-08	Code
9	VPT-Shallow(ViT-B/16_MAE_pretrained_ImageNet-1K)	69.65	No	Visual Prompt Tuning	2022-03-23	Code
10	VPT-Deep(ViT-B/16_MAE_pretrained_ImageNet-1K)	60.61	No	Visual Prompt Tuning	2022-03-23	Code

#1SPT-Deep(ViT-B/16_MoCo_v3_pretrained_ImageNet-1K)SOTA
84.95
Mean Accuracy· 2024-02-04
Revisiting the Power of Prompt for Visual Tuning
#2SPT-Shallow(ViT-B/16_MoCo_v3_pretrained_ImageNet-1K)
83.93
Mean Accuracy· 2024-02-04
Revisiting the Power of Prompt for Visual Tuning
#3GateVPT(ViT-B/16_MoCo_v3_pretrained_ImageNet-1K)SOTA
83.38
Mean Accuracy· 2023-06-08
Improving Visual Prompt Tuning for Self-supervised Vision Transformers Code
#4SPT-Deep(ViT-B/16_MAE_pretrained_ImageNet-1K)
83.15
Mean Accuracy· 2024-02-04
Revisiting the Power of Prompt for Visual Tuning
#5VPT-Deep(ViT-B/16_MoCo_v3_pretrained_ImageNet-1K)SOTA
83.04
Mean Accuracy· 2022-03-23
Visual Prompt Tuning Code
#6VPT-Shallow(ViT-B/16_MoCo_v3_pretrained_ImageNet-1K)
82.26
Mean Accuracy· 2022-03-23
Visual Prompt Tuning Code
#7SPT-Shallow(ViT-B/16_MAE_pretrained_ImageNet-1K)
80.9
Mean Accuracy· 2024-02-04
Revisiting the Power of Prompt for Visual Tuning
#8GateVPT(ViT-B/16_MAE_pretrained_ImageNet-1K)
76.86
Mean Accuracy· 2023-06-08
Improving Visual Prompt Tuning for Self-supervised Vision Transformers Code
#9VPT-Shallow(ViT-B/16_MAE_pretrained_ImageNet-1K)
69.65
Mean Accuracy· 2022-03-23
Visual Prompt Tuning Code
#10VPT-Deep(ViT-B/16_MAE_pretrained_ImageNet-1K)
60.61
Mean Accuracy· 2022-03-23
Visual Prompt Tuning Code