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Image Classification on Webvision (test)

85.12Acc

DEFT

Updated 1mo ago

Evaluation Results

Method
DEFT 2024.09	85.12	-	-	-	-	-	-
LongReMix 2024.09	84.96	-	-	-	-	-	-
GMM 2024.09	84.88	-	-	-	-	-	-
CE 2024.09	84.64	-	-	-	-	-	-
UNICON 2024.09	84.56	-	-	-	-	-	-
ProMix 2024.09	84.44	-	-	-	-	-	-
RoLT 2024.09	84.12	-	-	-	-	-	-
Modified Model 2022.10	83.16	-	-	-	-	94.28	-
SCE 2024.09	82.88	-	-	-	-	-	-
MixFix 2024.08	81.56	-	-	-	-	-	-
Bootstrapping Training Algorithm 2022.10	81.52	-	-	-	-	92.52	-
SSR+ 2024.08	80.9	-	-	-	-	-	-
Modified Model 2022.10	80.88	-	-	-	-	92.76	-
Bootstrapping Training Algorithm 2022.10	80.24	-	-	-	-	90.84	-
ScanMix 2021.03	80.04	-	-	-	-	93.04	-
FaMuS 2022.10	79.4	-	-	-	-	92.8	-
ELR 2024.09	79.32	-	-	-	-	-	-
NGC 2022.10	79.16	-	-	-	-	91.84	-
PropMix 2022.10	78.84	-	-	-	-	90.56	-
MOIT+ 2021.03	78.76	-	-	-	-	-	-
ELR+ 2021.03	77.78	-	-	-	-	91.68	-
ELR+ 2022.10	77.78	-	-	-	-	91.68	-
HSA-NRL 2021.12	77.52	98.32	77.58	78.11	77.52	-	-
DivideMix 2021.03	77.32	-	-	-	-	91.64	-
DM 2021.12	76.92	97.69	76.98	77.08	76.92	-	-
SOP 2022.02	76.6	-	-	-	-	-	-
RRL 2022.10	76.3	-	-	-	-	91.5	-
ELR 2022.10	76.26	-	-	-	-	91.26	-
ELR 2022.02	76.2	-	-	-	-	-	-
MentorMix 2021.03	76	-	-	-	-	90.2	-
FSR 2021.03	74.9	-	-	-	-	88.2	-
CLIP 2024.08	73.36	-	-	-	-	-	-
SOMNet 2019.06	72.2	-	-	-	-	89.5	-
OUSM 2021.12	70.86	98.16	70.95	73.05	70.86	-	-
CurriculumNet 2019.06	70.7	-	-	-	-	88.6	-
SELF 2021.12	69.18	97.17	69.21	69.8	69.18	-	-
PENCIL 2019.06	68.9	-	-	-	-	85.7	-
Zhuang et al. 2019.06	68.7	-	-	-	-	85.4	-
MLNT 2019.06	68.3	-	-	-	-	85	-
DRAE 2019.06	67.5	-	-	-	-	85.1	-
Tanaka et al. 2019.06	67.4	-	-	-	-	84.7	-
Sukhbaatar et al. 2019.06	67.1	-	-	-	-	84.2	-
AD-MIL 2019.06	66.9	-	-	-	-	84	-
ResNet50 2019.06	66.4	-	-	-	-	83.4	-
SL 2019.06	66.2	-	-	-	-	82.3	-
Iterative-CV 2021.03	65.24	-	-	-	-	85.34	-
INCV 2021.12	65.02	97.11	65.11	65.05	65.02	-	-
Co-tea. 2021.12	63.77	96.98	63.92	64.02	63.77	-	-
Co-teaching 2022.02	63.6	-	-	-	-	-	-
Co-teaching 2021.03	63.58	-	-	-	-	85.2	-
MentorNet 2021.03	63	-	-	-	-	81.4	-
D2L 2021.03	62.68	-	-	-	-	84	-
Decoupling 2021.03	62.54	-	-	-	-	84.74	-
F-correction 2021.03	61.12	-	-	-	-	82.68	-
Forward 2022.02	61.1	-	-	-	-	-	-
Joint 2021.12	60.28	96.7	60.4	67.51	60.28	-	-
NF-Net 2021.12	58.03	95.86	58.77	59.01	58.03	-	-
Linear Classifier 2023.04	-	-	-	-	-	-	78.1
MLP Classifier 2023.04	-	-	-	-	-	-	81
Mean k-NN 2023.04	-	-	-	-	-	-	78.2
MILe 2023.04	-	-	-	-	-	-	75.2
Heteroscedastic 2023.04	-	-	-	-	-	-	76.6
NCR 2023.04	-	-	-	-	-	-	76.8
CurrNet 2023.04	-	-	-	-	-	-	79.3
Ours 2023.04	-	-	-	-	-	-	83.6
F-correction 2023.01	-	-	-	-	-	82.68	61.12
Decoupling 2023.01	-	-	-	-	-	84.74	62.54
D2L 2023.01	-	-	-	-	-	84	62.68
MentorNet 2023.01	-	-	-	-	-	81.4	63
Co-teaching 2023.01	-	-	-	-	-	85.2	63.58
Iterative-CV 2023.01	-	-	-	-	-	85.34	65.24
DivideMix 2023.01	-	-	-	-	-	91.64	77.32
SPR 2023.01	-	-	-	-	-	91.4	77.08
Knockoffs-SPR 2023.01	-	-	-	-	-	92.28	77.96
Co-teaching 2024.08	-	-	-	-	-	85.2	63.5
DivideMix 2024.08	-	-	-	-	-	91.64	77.32
ELR+ 2024.08	-	-	-	-	-	91.68	77.78
NGC 2024.08	-	-	-	-	-	91.84	79.16
FaMUS 2024.08	-	-	-	-	-	92.8	79.4
RRL 2024.08	-	-	-	-	-	91.5	76.3
SelCL+ 2024.08	-	-	-	-	-	92.6	79.9
SSR+ 2024.08	-	-	-	-	-	92.8	80.9
TCL 2024.08	-	-	-	-	-	92.3	79.1
Ours 2024.08	-	-	-	-	-	93.26	81.56