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Multi-label Scene Classification on AID-ML (test)

72.18mAP (macro)NAR (w ELR)
45.86852.69959.5366.361Jan 13, 2026

Evaluation results

MethodLinks
NAR (w ELR)Noise Type=Additive Noise, Noise Rate=10%2026.0172.18
ELRNoise Type=Additive Noise, Noise Rate=10%2026.0171.55
NAR (w ELR)Noise Type=Additive Noise, Noise Rate=20%2026.0171.43
NAR (w ELR)Noise Type=Additive Noise, Noise Rate=30%2026.0170.76
NAR (w ELR)Noise Type=Subtractive Noise, Noise Rate=10%2026.0170.65
NAR (w/o ELR)Noise Type=Additive Noise, Noise Rate=10%2026.0170.61
NAR (w ELR)Noise Type=Mixed Noise, Noise Rate=10%2026.0170.49
SATNoise Type=Additive Noise, Noise Rate=10%2026.0170.29
ELRNoise Type=Additive Noise, Noise Rate=20%2026.0170.26
SATNoise Type=Additive Noise, Noise Rate=20%2026.0170.17
NAR (w/o ELR)Noise Type=Additive Noise, Noise Rate=20%2026.0170.16
NAR (w/o ELR)Noise Type=Additive Noise, Noise Rate=30%2026.0170.1
ELRNoise Type=Subtractive Noise, Noise Rate=10%2026.0170.09
SATNoise Type=Additive Noise, Noise Rate=30%2026.0169.97
NAR (w/o ELR)Noise Type=Subtractive Noise, Noise Rate=10%2026.0169.91
NAR (w ELR)Noise Type=Additive Noise, Noise Rate=40%2026.0169.72
BMNoise Type=Additive Noise, Noise Rate=10%2026.0169.67
SATNoise Type=Subtractive Noise, Noise Rate=10%2026.0169.49
NAR (w ELR)Noise Type=Subtractive Noise, Noise Rate=20%2026.0169.49
ELRNoise Type=Additive Noise, Noise Rate=30%2026.0169.38
BMNoise Type=Additive Noise, Noise Rate=20%2026.0169.13
NAR (w/o ELR)Noise Type=Mixed Noise, Noise Rate=10%2026.0169.13
BCENoise Type=Additive Noise, Noise Rate=10%2026.0169.02
BMNoise Type=Additive Noise, Noise Rate=30%2026.0168.88
SATNoise Type=Mixed Noise, Noise Rate=10%2026.0168.78
BMNoise Type=Additive Noise, Noise Rate=40%2026.0168.66
NAR (w ELR)Noise Type=Subtractive Noise, Noise Rate=30%2026.0168.55
NAR (w/o ELR)Noise Type=Subtractive Noise, Noise Rate=20%2026.0168.54
NAR (w/o ELR)Noise Type=Additive Noise, Noise Rate=40%2026.0168.52
NAR (w/o ELR)Noise Type=Subtractive Noise, Noise Rate=30%2026.0168.49
BMNoise Type=Subtractive Noise, Noise Rate=10%2026.0168.47
SATNoise Type=Additive Noise, Noise Rate=40%2026.0168.46
ELRNoise Type=Additive Noise, Noise Rate=40%2026.0168.45
ELRNoise Type=Mixed Noise, Noise Rate=10%2026.0168.43
BCENoise Type=Additive Noise, Noise Rate=30%2026.0168.42
ELRNoise Type=Subtractive Noise, Noise Rate=20%2026.0168.37
BCENoise Type=Subtractive Noise, Noise Rate=10%2026.0168.32
BCENoise Type=Additive Noise, Noise Rate=20%2026.0168.28
SATNoise Type=Subtractive Noise, Noise Rate=20%2026.0168.15
NAR (w ELR)Noise Type=Additive Noise, Noise Rate=60%2026.0167.89
NAR (w/o ELR)Noise Type=Additive Noise, Noise Rate=60%2026.0167.53
BMNoise Type=Mixed Noise, Noise Rate=10%2026.0167.4
SATNoise Type=Additive Noise, Noise Rate=60%2026.0167.27
NAR (w ELR)Noise Type=Subtractive Noise, Noise Rate=40%2026.0167.17
BMNoise Type=Subtractive Noise, Noise Rate=20%2026.0167
NAR (w/o ELR)Noise Type=Subtractive Noise, Noise Rate=40%2026.0166.86
BMNoise Type=Additive Noise, Noise Rate=60%2026.0166.71
ELRNoise Type=Subtractive Noise, Noise Rate=30%2026.0166.65
NAR (w ELR)Noise Type=Mixed Noise, Noise Rate=20%2026.0166.58
BCENoise Type=Additive Noise, Noise Rate=40%2026.0166.46
BCENoise Type=Subtractive Noise, Noise Rate=20%2026.0166.42
ELRNoise Type=Additive Noise, Noise Rate=60%2026.0166.37
SATNoise Type=Subtractive Noise, Noise Rate=30%2026.0166.24
ASLNoise Type=Subtractive Noise, Noise Rate=10%2026.0166.21
ASLNoise Type=Additive Noise, Noise Rate=10%2026.0166.2
NAR (w/o ELR)Noise Type=Mixed Noise, Noise Rate=20%2026.0165.53
SATNoise Type=Subtractive Noise, Noise Rate=40%2026.0165.49
ASLNoise Type=Additive Noise, Noise Rate=20%2026.0165.46
BMNoise Type=Subtractive Noise, Noise Rate=30%2026.0165.03
NAR (w ELR)Noise Type=Subtractive Noise, Noise Rate=60%2026.0164.84
BCENoise Type=Subtractive Noise, Noise Rate=30%2026.0164.73
ELRNoise Type=Subtractive Noise, Noise Rate=40%2026.0164.7
BCENoise Type=Additive Noise, Noise Rate=60%2026.0164.69
SATNoise Type=Mixed Noise, Noise Rate=20%2026.0164.62
BCENoise Type=Mixed Noise, Noise Rate=10%2026.0164.61
NAR (w/o ELR)Noise Type=Subtractive Noise, Noise Rate=60%2026.0164.27
NAR (w ELR)Noise Type=Mixed Noise, Noise Rate=30%2026.0164.24
ELRNoise Type=Mixed Noise, Noise Rate=20%2026.0163.51
ASLNoise Type=Subtractive Noise, Noise Rate=20%2026.0163.4
BMNoise Type=Subtractive Noise, Noise Rate=40%2026.0163.18
ELRNoise Type=Subtractive Noise, Noise Rate=60%2026.0163.07
SATNoise Type=Subtractive Noise, Noise Rate=60%2026.0162.86
BMNoise Type=Mixed Noise, Noise Rate=20%2026.0162.78
ASLNoise Type=Mixed Noise, Noise Rate=10%2026.0162.73
ASLNoise Type=Additive Noise, Noise Rate=30%2026.0162.65
BCENoise Type=Subtractive Noise, Noise Rate=40%2026.0162.17
ASLNoise Type=Subtractive Noise, Noise Rate=30%2026.0162.14
NAR (w/o ELR)Noise Type=Mixed Noise, Noise Rate=30%2026.0161.77
ASLNoise Type=Additive Noise, Noise Rate=40%2026.0161.55
ASLNoise Type=Subtractive Noise, Noise Rate=40%2026.0161.47
BMNoise Type=Subtractive Noise, Noise Rate=60%2026.0161.1
NAR (w ELR)Noise Type=Mixed Noise, Noise Rate=40%2026.0160.75
BCENoise Type=Mixed Noise, Noise Rate=20%2026.0160.62
ASLNoise Type=Additive Noise, Noise Rate=60%2026.0159.49
BCENoise Type=Subtractive Noise, Noise Rate=60%2026.0159.48
ASLNoise Type=Subtractive Noise, Noise Rate=60%2026.0158.18
ELRNoise Type=Mixed Noise, Noise Rate=30%2026.0158.17
BMNoise Type=Mixed Noise, Noise Rate=30%2026.0157.61
NAR (w/o ELR)Noise Type=Mixed Noise, Noise Rate=40%2026.0157.56
SATNoise Type=Mixed Noise, Noise Rate=30%2026.0157.26
ASLNoise Type=Mixed Noise, Noise Rate=20%2026.0156.43
BCENoise Type=Mixed Noise, Noise Rate=30%2026.0154.32
ELRNoise Type=Mixed Noise, Noise Rate=40%2026.0152.67
BMNoise Type=Mixed Noise, Noise Rate=40%2026.0151.96
ASLNoise Type=Mixed Noise, Noise Rate=30%2026.0151.65
SATNoise Type=Mixed Noise, Noise Rate=40%2026.0150.53
NAR (w ELR)Noise Type=Mixed Noise, Noise Rate=60%2026.0149.38
BCENoise Type=Mixed Noise, Noise Rate=40%2026.0148.57
NAR (w/o ELR)Noise Type=Mixed Noise, Noise Rate=60%2026.0147.1
ASLNoise Type=Mixed Noise, Noise Rate=40%2026.0146.88