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Video Saliency Prediction on DHF1K

0.922AUC-J

SalFoM

Updated 6d ago

Evaluation Results

Method
SalFoM 2026.04	0.922	0.421	0.735	0.569	3.354
TMFI 2026.04	0.915	0.407	0.731	0.546	3.146
THTD-Net 2026.04	0.915	0.406	0.73	0.548	3.139
STSANet 2026.04	0.912	0.383	0.723	0.529	3.01
TSFP-Net 2026.04	0.912	0.392	0.723	0.517	2.967
VSFT 2026.04	0.911	0.411	0.72	0.518	2.977
HD2S 2026.04	0.908	0.406	0.7	0.503	2.812
ViNet 2026.04	0.908	0.381	0.729	0.511	2.872
UNISAL 2026.04	0.901	0.39	0.691	0.49	2.776
SalSAC 2026.04	0.896	0.357	0.697	0.479	2.673
TASED-Net 2026.04	0.895	0.361	0.712	0.47	2.667
STRA-Net 2026.04	0.895	0.355	0.663	0.458	2.558
SalEMA 2026.04	0.89	0.466	0.667	0.449	2.574
ACLNet 2026.04	0.89	0.315	0.601	0.434	2.354
BIAS (Bottom-Up) 2026.04	0.869	0.237	0.577	0.358	1.851
BIAS (Bottom-Up) (c ∈ {2}, δ ∈ {1}) 2026.04	0.869	0.237	0.577	0.358	1.851
SalGAN 2026.04	0.866	0.262	0.709	0.37	2.043
DVA 2026.04	0.86	0.262	0.595	0.358	2.013
SALICON 2026.04	0.857	0.232	0.59	0.327	1.901
DeepVS 2026.04	0.856	0.256	0.583	0.344	1.911
Deep-Net 2026.04	0.855	0.201	0.592	0.331	1.775
BIAS 2026.04	0.849	0.221	0.561	0.323	1.67
BIAS (c ∈ {2}, δ ∈ {4}) 2026.04	0.849	0.221	0.561	0.323	1.67
BIAS (c ∈ {2}, δ ∈ {1}) 2026.04	0.849	0.223	0.56	0.323	1.67
w/ Levy flight, w/o GWTA (c ∈ {2}, δ ∈ {4}) 2026.04	0.846	0.237	0.559	0.311	1.626
w/ EWMA, w/ GWTA (c ∈ {2, 3, 4}, δ ∈ {3, 4}) 2026.04	0.844	0.226	0.562	0.319	1.636
w/ EWMA, w/o GWTA (c ∈ {2}, δ ∈ {4}) 2026.04	0.835	0.184	0.582	0.31	1.632
Two-stream 2026.04	0.834	0.197	0.581	0.325	1.632
UVA-Net 2026.04	0.833	0.241	0.582	0.307	1.536
Shallow-Net 2026.04	0.833	0.182	0.529	0.295	1.509
BIAS (No GWTA) 2026.04	0.828	0.183	0.582	0.307	1.626
GBVS 2026.04	0.828	0.186	0.554	0.283	1.474
w/ EWMA, w/o GWTA (c ∈ {2}, δ ∈ {1}) 2026.04	0.828	0.184	0.582	0.307	1.625
w/ flicker, w/o GWTA (c ∈ {2}, δ ∈ {4}) 2026.04	0.828	0.184	0.572	0.284	1.47
w/ EWMA, w/o GWTA (c ∈ {2, 3, 4}, δ ∈ {3, 4}) 2026.04	0.827	0.184	0.578	0.304	1.602
Fang et al. 2026.04	0.819	0.198	0.537	0.273	1.539
w/o EWMA&GWTA (c ∈ {2, 3, 4}, δ ∈ {3, 4}) 2026.04	0.818	0.189	0.578	0.299	1.58
w/o EWMA&GWTA (c ∈ {2}, δ ∈ {4}) 2026.04	0.802	0.176	0.571	0.279	1.495
ITTI 2026.04	0.774	0.162	0.553	0.233	1.207
Rudoy et al. 2026.04	0.769	0.214	0.501	0.285	1.498
Hou et al. 2026.04	0.726	0.167	0.545	0.15	0.847
AWS-D 2026.04	0.703	0.157	0.513	0.174	0.94
PQFT 2026.04	0.699	0.139	0.562	0.137	0.749
OBDL 2026.04	0.638	0.171	0.5	0.117	0.495
Seo et al. 2026.04	0.635	0.142	0.499	0.07	0.334
MCSDM 2026.04	0.591	0.11	0.5	0.047	0.247
MSM-SM 2026.04	0.582	0.143	0.5	0.058	0.245
PIM-ZEN 2026.04	0.552	0.095	0.498	0.062	0.28
PIM-MCS 2026.04	0.551	0.094	0.499	0.053	0.242
MAM 2026.04	0.551	0.108	0.5	0.041	0.214
PMES 2026.04	0.545	0.093	0.502	0.055	0.237