Visual Prompt Tuning on FGVC

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)	86	No	Revisiting the Power of Prompt for Visual Tuning	2024-02-04	-
2	SPT-Shallow(ViT-B/16_MoCo_v3_pretrained_ImageNet-1K)	84.08	No	Revisiting the Power of Prompt for Visual Tuning	2024-02-04	-
3	SPT-Deep(ViT-B/16_MAE_pretrained_ImageNet-1K)	83.26	No	Revisiting the Power of Prompt for Visual Tuning	2024-02-04	-
4	VPT-Deep(ViT-B/16_MoCo_v3_pretrained_ImageNet-1K)	83.12	No	Visual Prompt Tuning	2022-03-23	Code
5	GateVPT(ViT-B/16_MoCo_v3_pretrained_ImageNet-1K)	83	No	Improving Visual Prompt Tuning for Self-supervis...	2023-06-08	Code
6	VPT-Shallow (ViT-B/16_MoCo_v3_pretrained_ImageNet-1K)	79.26	No	Visual Prompt Tuning	2022-03-23	Code
7	SPT-Shallow(ViT-B/16_MAE_pretrained_ImageNet-1K)	73.95	No	Revisiting the Power of Prompt for Visual Tuning	2024-02-04	-
8	GateVPT(ViT-B/16_MAE_pretrained_ImageNet-1K)	73.39	No	Improving Visual Prompt Tuning for Self-supervis...	2023-06-08	Code
9	VPT-Deep (ViT-B/16_MAE_pretrained_ImageNet-1K)	72.02	No	Visual Prompt Tuning	2022-03-23	Code
10	VPT-Shallow (ViT-B/16_MAE_pretrained_ImageNet-1K)	57.84	No	Visual Prompt Tuning	2022-03-23	Code

#1SPT-Deep(ViT-B/16_MoCo_v3_pretrained_ImageNet-1K)SOTA
86
Mean Accuracy· 2024-02-04
Revisiting the Power of Prompt for Visual Tuning
#2SPT-Shallow(ViT-B/16_MoCo_v3_pretrained_ImageNet-1K)
84.08
Mean Accuracy· 2024-02-04
Revisiting the Power of Prompt for Visual Tuning
#3SPT-Deep(ViT-B/16_MAE_pretrained_ImageNet-1K)
83.26
Mean Accuracy· 2024-02-04
Revisiting the Power of Prompt for Visual Tuning
#4VPT-Deep(ViT-B/16_MoCo_v3_pretrained_ImageNet-1K)SOTA
83.12
Mean Accuracy· 2022-03-23
Visual Prompt Tuning Code
#5GateVPT(ViT-B/16_MoCo_v3_pretrained_ImageNet-1K)
83
Mean Accuracy· 2023-06-08
Improving Visual Prompt Tuning for Self-supervised Vision Transformers Code
#6VPT-Shallow (ViT-B/16_MoCo_v3_pretrained_ImageNet-1K)
79.26
Mean Accuracy· 2022-03-23
Visual Prompt Tuning Code
#7SPT-Shallow(ViT-B/16_MAE_pretrained_ImageNet-1K)
73.95
Mean Accuracy· 2024-02-04
Revisiting the Power of Prompt for Visual Tuning
#8GateVPT(ViT-B/16_MAE_pretrained_ImageNet-1K)
73.39
Mean Accuracy· 2023-06-08
Improving Visual Prompt Tuning for Self-supervised Vision Transformers Code
#9VPT-Deep (ViT-B/16_MAE_pretrained_ImageNet-1K)
72.02
Mean Accuracy· 2022-03-23
Visual Prompt Tuning Code
#10VPT-Shallow (ViT-B/16_MAE_pretrained_ImageNet-1K)
57.84
Mean Accuracy· 2022-03-23
Visual Prompt Tuning Code