Few-Shot Transfer Learning for Saliency Prediction on SALICON

Metric: KLD (higher is better)

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#	Model↕	KLD▼	Extra Data	Paper	Date↕	Code
1	TranSalNet	0.373	No	TranSalNet: Towards perceptually relevant visual...	2021-10-07	Code
2	MDS-ViTNet	0.2127	No	MDS-ViTNet: Improving saliency prediction for Ey...	2024-05-29	Code
3	SalNAS-XL + Self-KD	0.195	No	SalNAS: Efficient Saliency-prediction Neural Arc...	2024-07-29	Code
4	TempSAL	0.195	No	-	-	Code
5	SUM	0.192	No	SUM: Saliency Unification through Mamba for Visu...	2024-06-25	Code

#1TranSalNetSOTA
0.373
KLD· 2021-10-07
TranSalNet: Towards perceptually relevant visual saliency prediction Code
#2MDS-ViTNet
0.2127
KLD· 2024-05-29
MDS-ViTNet: Improving saliency prediction for Eye-Tracking with Vision Transformer Code
#3SalNAS-XL + Self-KD
0.195
KLD· 2024-07-29
SalNAS: Efficient Saliency-prediction Neural Architecture Search with self-knowledge distillation Code
#4TempSAL
0.195
KLD
No paperCode
#5SUM
0.192
KLD· 2024-06-25
SUM: Saliency Unification through Mamba for Visual Attention Modeling Code