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Weakly Supervised Semantic Segmentation on PASCAL VOC 2012 (train)

76.5mIoU (Mask)

SeCo

Updated 4d ago

Evaluation Results

Method
SeCo 2024.02	76.5	-	-	-	-	-	74.8	-	-
FBR (PPC-based) 2024.06	75.9	-	-	-	72.2	75.5	-	-	-
RCA 2024.06	74.1	-	-	-	-	-	-	-	-
pixel-to-prototype contrast (w/ EPS) 2021.10	73.3	-	-	-	70.5	73.3	-	-	-
PPC 2024.06	73.3	-	-	-	70.5	73.3	-	-	-
FBR (AMN-based) 2024.06	73.1	-	-	-	62.9	-	-	-	-
BECO 2024.06	73	-	-	-	-	-	-	-	-
ACR 2024.06	72.3	-	-	-	60.9	65.9	-	-	-
ToCo 2024.02	72.2	-	-	-	-	-	71.6	-	-
AMN 2024.06	72.2	-	-	-	62.2	-	-	-	-
W-OOD 2024.02	72.1	-	-	-	-	-	59.1	-	-
W-OOD 2024.06	72.1	-	-	-	59.1	65.5	-	-	-
L2G 2024.02	71.9	-	-	-	-	-	-	-	-
EPS 2021.10	71.6	-	-	-	69.5	71.4	-	-	-
EPS 2024.06	71.6	-	-	-	69.4	71.4	-	-	-
ViT-PCM 2024.02	71.4	-	-	-	-	-	67.7	-	-
CLIMS 2024.02	70.5	-	-	-	-	-	56.6	-	-
CLIMS 2024.06	70.5	-	-	-	56.6	-	-	-	-
Ours w/ SEAM 2021.10	70.1	-	-	-	61.5	64	-	-	-
AdvCAM 2021.10	69.9	-	-	-	55.6	62.1	-	-	-
FBR (SEAM-based) 2024.06	69.9	-	-	-	62.6	65.3	-	-	-
pixel-to-prototype contrast (w/ SEAM) 2021.10	69.2	-	-	-	61.5	64	-	-	-
OCR 2024.02	69.1	-	-	-	-	-	61.7	-	-
MCT 2024.06	69.1	-	-	-	61.7	-	-	-	-
ESOL 2022.09	68.7	-	-	-	53.6	61.4	-	-	-
AFA 2024.02	68.7	-	-	-	-	-	65	-	-
RIB 2024.06	68.6	-	-	-	56.5	62.9	-	-	-
EDAM 2021.10	68.1	-	-	-	52.8	58.2	-	-	-
AdvCAM 2021.10	68	-	-	-	55.6	62.1	-	-	-
AdvCAM 2024.02	68	-	-	-	-	-	55.6	-	-
CONTA 2021.10	67.9	-	-	-	48.8	-	-	-	-
CONTA 2022.09	67.9	-	-	-	48.8	-	-	-	-
CDA 2022.09	67.7	-	-	-	50.8	58.4	-	-	-
BES 2022.09	67.2	-	-	-	50.4	-	-	-	-
OC-CSE 2021.10	66.9	-	-	-	56	62.8	-	-	-
1Stage 2024.02	66.9	-	-	-	-	-	-	-	-
MBMNet 2021.10	66.8	-	-	-	50.2	-	-	-	-
MBMNet 2022.09	66.8	-	-	-	50.2	-	-	-	-
CDA 2021.10	66.4	-	-	-	58.4	-	-	-	-
ESOL 2022.09	66.4	-	-	-	53.6	61.4	-	-	-
CDA 2024.02	66.4	-	-	-	-	-	58.4	-	-
FPR 2024.02	66.4	-	-	-	-	-	63.8	-	-
IRN 2021.10	66.3	-	-	-	48.8	54.3	-	-	-
IRN 2022.09	66.3	-	-	-	48.8	53.7	-	-	-
CONTA 2021.10	66.1	-	-	-	56.2	65.4	-	-	-
SEAM 2021.10	63.6	-	-	-	55.4	56.8	-	-	-
SEAM 2024.06	63.6	-	-	-	55.4	56.8	-	-	-
Chang et al. 2021.10	63.4	-	-	-	50.9	55.3	-	-	-
SC-CAM 2022.09	63.4	-	-	-	50.9	55.3	-	-	-
CDA 2022.09	63.3	-	-	-	48.9	57.5	-	-	-
Mixup-CAM 2022.09	61.9	-	-	-	50.1	-	-	-	-
PSA 2021.10	61	-	-	-	48	-	-	-	-
PSA 2022.09	61	-	-	-	48	-	-	-	-
PSA 2021.10	-	48	-	61	-	-	-	-	-
Mixup-CAM 2021.10	-	50.1	-	61.9	-	-	-	-	-
Chang et al. 2021.10	-	50.9	55.3	63.4	-	-	-	-	-
SEAM 2021.10	-	55.4	56.8	63.6	-	-	-	-	-
AdvCAM 2021.10	-	55.6	62.1	68	-	-	-	-	-
RIB 2021.10	-	56.5	62.9	68.6	-	-	-	-	-
IRN 2021.10	-	48.8	54.3	66.3	-	-	-	-	-
MBMNet 2021.10	-	50.2	-	66.8	-	-	-	-	-
BES 2021.10	-	50.4	-	67.2	-	-	-	-	-
CONTA 2021.10	-	48.8	-	67.9	-	-	-	-	-
AdvCAM 2021.10	-	55.6	62.1	69.9	-	-	-	-	-
RIB 2021.10	-	56.5	62.9	70.6	-	-	-	-	-
ECS-Net 2021.10	-	-	-	-	56.6	58.6	-	-	-
CPN 2021.10	-	-	-	-	57.4	-	-	-	-
PSA 2022.11	-	-	-	-	-	-	48	59.7	-
IRNet 2022.11	-	-	-	-	-	-	48.3	65.9	-
SEAM 2022.11	-	-	-	-	-	-	55.4	63.4	-
CDA 2022.11	-	-	-	-	-	-	58.4	66.4	-
Puzzle CAM 2022.11	-	-	-	-	-	-	61.85	72.46	-
ISIM 2022.11	-	-	-	-	-	-	57.11	77.09	-
EPS 2022.11	-	-	-	-	-	-	69.4	71.6	-
Puzzle CAM 2022.11	-	-	-	-	-	-	62.45	74.67	-
ISIM 2022.11	-	-	-	-	-	-	62.48	77.93	-
PPC + PSA 2024.03	-	-	-	-	-	-	-	-	73.3
ACR + IRN 2024.03	-	-	-	-	-	-	-	-	72.3
1Stage 2024.03	-	-	-	-	-	-	-	-	66.9
ViT-PCM 2024.03	-	-	-	-	-	-	-	-	67.7
AFA 2024.03	-	-	-	-	-	-	-	-	68.7
ToCo 2024.03	-	-	-	-	-	-	-	-	72.2
DuPL 2024.03	-	-	-	-	-	-	-	-	75.1
DuPL 2024.03	-	-	-	-	-	-	-	-	76