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Multi-label image recognition on Pascal VOC 2007

94.8mAP (Average)

DualCoOp + TaI-DPT

Updated 8d ago

Evaluation Results

Method	Links
DualCoOp + TaI-DPT 2022.11		94.8	93.3	94.6	94.8	94.9	95.1	95	95.1	95.3	95.5
DualCoOp 2022.11		94.1	91.4	93.8	93.8	94.3	94.6	94.7	94.8	94.9	94.9
DualCoOp 2022.11		93.2	90.3	92.2	92.8	93.3	93.6	93.9	94	94.1	94.2
BCE-LS 2026.05		92.6	-	-	-	-	-	-	-	-	-
PIAA 2026.05		92.5	-	-	-	-	-	-	-	-	-
DSRB 2022.05		91.5	85.7	89.8	91.8	92	92.3	92.7	92.9	93.1	93.2
TagCLIP 2026.05		91.2	-	-	-	-	-	-	-	-	-
CCD 2026.05		91	-	-	-	-	-	-	-	-	-
SARB 2022.11		90.7	83.5	88.6	90.7	91.4	91.9	92.2	92.6	92.8	92.9
LL-R 2026.05		90.6	-	-	-	-	-	-	-	-	-
ASL 2022.05		90.5	82.9	88.6	90	91.2	91.7	92.2	92.4	92.5	92.6
SST 2021.12		90.4	81.5	89	90.3	91	91.6	92	92.5	92.6	92.7
Partial BCE 2021.12		90	80.7	88.4	89.9	90.7	91.2	91.8	92.3	92.4	92.5
Partial BCE 2022.05		90	80.7	88.4	89.9	90.7	91.2	91.8	92.3	92.4	92.5
G2 NetPL 2026.05		89.9	-	-	-	-	-	-	-	-	-
KGGR 2021.12		89.7	81.3	88.1	89.9	90.4	91.2	91.3	91.5	91.6	91.8
KGGR 2022.05		89.7	81.3	88.1	89.9	90.4	91.2	91.3	91.5	91.6	91.8
SSGRL 2021.12		89.5	77.7	87.6	89.9	90.7	91.4	91.8	92	92.2	92.2
SSGRL 2022.05		89.5	77.7	87.6	89.9	90.7	91.4	91.8	92	92.2	92.2
P-GCN 2022.05		89.3	82.5	85.4	88.2	89.8	90	90.9	91.6	92.5	93.1
CDUL 2026.05		89	-	-	-	-	-	-	-	-	-
GCN-ML 2021.12		88.9	74.5	87.4	89.7	90.7	91	91.3	91.5	91.8	92
GCN-ML 2022.05		88.9	74.5	87.4	89.7	90.7	91	91.3	91.5	91.8	92
SPARC 2026.05		88.7	-	-	-	-	-	-	-	-	-
NaiveAN 2026.05		86.5	-	-	-	-	-	-	-	-	-
SARB 2026.05		85.7	-	-	-	-	-	-	-	-	-
CLIP 2026.05		85.4	-	-	-	-	-	-	-	-	-
ROLE 2026.05		84.6	-	-	-	-	-	-	-	-	-
Curriculum labeling 2021.12		84.1	44.7	76.8	88.6	90.2	90.7	91.1	91.6	91.7	91.9
CL 2022.05		84.1	44.7	76.8	88.6	90.2	90.7	91.1	91.6	91.7	91.9
ASL 2026.05		82.9	-	-	-	-	-	-	-	-	-
Chen et al. 2026.05		81.5	-	-	-	-	-	-	-	-	-