Saliency Prediction on SALICON

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AUC

Rank	Model	AUC	CC	KLD	NSS	SIM	sAUC	IG	Paper	Code	Year
1	SUM	0.876	0.909	0.192	1.981	0.804	–	–	SUM: Saliency Unification through Mamba for Visual Attention Modeling	Arhosseini77/SUM	2024
2	SalNAS-XL + Self-KD	0.870	0.909	0.195	2.019	0.796	0.749	0.913	SalNAS: Efficient Saliency-prediction Neural Architecture Search with self-knowledge distillation	chakkritte/SalNAS	2024
3	TempSAL	0.869	0.911	0.195	1.967	0.800	0.745	–	TempSAL - Uncovering Temporal Information for Deep Saliency Prediction	IVRL/Tempsal	2023
4	MDS-ViTNet	0.8684	0.8980	0.2127	–	0.7887	–	–	MDS-ViTNet: Improving saliency prediction for Eye-Tracking with Vision Transformer	ignatpolezhaev/mds-vitnet	2024
5	TranSalNet	0.868	0.907	0.373	2.014	0.803	0.747	–	TranSalNet: Towards perceptually relevant visual saliency prediction	ljovo/transalnet	2021
6	SUM	0.876	0.909	0.192	1.981	0.804	–	–	SUM: Saliency Unification through Mamba for Visual Attention Modeling	Arhosseini77/SUM	2024
7	SalNAS-XL + Self-KD	0.870	0.909	0.195	2.019	0.796	0.749	0.913	SalNAS: Efficient Saliency-prediction Neural Architecture Search with self-knowledge distillation	chakkritte/SalNAS	2024
8	TempSAL	0.869	0.911	0.195	1.967	0.800	0.745	–	TempSAL - Uncovering Temporal Information for Deep Saliency Prediction	IVRL/Tempsal	2023
9	MDS-ViTNet	0.8684	0.8980	0.2127	–	0.7887	–	–	MDS-ViTNet: Improving saliency prediction for Eye-Tracking with Vision Transformer	ignatpolezhaev/mds-vitnet	2024
10	TranSalNet	0.868	0.907	0.373	2.014	0.803	0.747	–	TranSalNet: Towards perceptually relevant visual saliency prediction	ljovo/transalnet	2021
11	SUM	0.876	0.909	0.192	1.981	0.804	–	–	SUM: Saliency Unification through Mamba for Visual Attention Modeling	Arhosseini77/SUM	2024
12	SalNAS-XL + Self-KD	0.870	0.909	0.195	2.019	0.796	0.749	0.913	SalNAS: Efficient Saliency-prediction Neural Architecture Search with self-knowledge distillation	chakkritte/SalNAS	2024
13	TempSAL	0.869	0.911	0.195	1.967	0.800	0.745	–	TempSAL - Uncovering Temporal Information for Deep Saliency Prediction	IVRL/Tempsal	2023
14	MDS-ViTNet	0.8684	0.8980	0.2127	–	0.7887	–	–	MDS-ViTNet: Improving saliency prediction for Eye-Tracking with Vision Transformer	ignatpolezhaev/mds-vitnet	2024
15	TranSalNet	0.868	0.907	0.373	2.014	0.803	0.747	–	TranSalNet: Towards perceptually relevant visual saliency prediction	ljovo/transalnet	2021