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Multi-label Image Recognition with Partial Labels 벤치마크

Multi-label Image Recognition with Partial Labels on PASCAL VOC 2007

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Average mAP

90.4 91.5 92.6 93.7 94.8 2021-12 2026-09 SST — 90.4 (2021-12-21) SST — 90.4 (2021-12-21) SST — 90.4 (2021-12-21) SARB — 90.7 (2022-03-04) SARB — 90.7 (2022-03-04) SARB — 90.7 (2022-03-04) HST — 90.9 (2022-05-23) HST — 90.9 (2022-05-23) HST — 90.9 (2022-05-23) DSRB — 91.5 (2022-05-26) DSRB — 91.5 (2022-05-26) DSRB — 91.5 (2022-05-26) DualCoOp — 93.2 (2022-06-20) DualCoOp — 93.2 (2022-06-20) DualCoOp — 93.2 (2022-06-20) DualCoOp+TaI-DPT — 94.8 (2022-11-23) DualCoOp+TaI-DPT — 94.8 (2022-11-23) DualCoOp+TaI-DPT — 94.8 (2022-11-23) SST — 90.4 (2021-12-21) SARB — 90.7 (2022-03-04) HST — 90.9 (2022-05-23) DSRB — 91.5 (2022-05-26) DualCoOp — 93.2 (2022-06-20) DualCoOp+TaI-DPT — 94.8 (2022-11-23)
RankModel Average mAP PaperCodeYear
1 DualCoOp+TaI-DPT 94.8 Texts as Images in Prompt Tuning for Multi-Label Image Recognition guozix/tai-dpt 2022
2 DualCoOp 93.2 DualCoOp: Fast Adaptation to Multi-Label Recognition with Limited Annotations sunxm2357/dualcoop 2022
3 DSRB 91.5 Dual-Perspective Semantic-Aware Representation Blending for Multi-Label Image Recognition with Partial Labels hcplab-sysu/hcp-mlr-pl 2022
4 HST 90.9 Heterogeneous Semantic Transfer for Multi-label Recognition with Partial Labels hcplab-sysu/hcp-mlr-pl 2022
5 SARB 90.7 Semantic-Aware Representation Blending for Multi-Label Image Recognition with Partial Labels hcplab-sysu/hcp-mlr-pl 2022
6 SST 90.4 Structured Semantic Transfer for Multi-Label Recognition with Partial Labels hcplab-sysu/hcp-mlr-pl 2021
7 DualCoOp+TaI-DPT 94.8 Texts as Images in Prompt Tuning for Multi-Label Image Recognition guozix/tai-dpt 2022
8 DualCoOp 93.2 DualCoOp: Fast Adaptation to Multi-Label Recognition with Limited Annotations sunxm2357/dualcoop 2022
9 DSRB 91.5 Dual-Perspective Semantic-Aware Representation Blending for Multi-Label Image Recognition with Partial Labels hcplab-sysu/hcp-mlr-pl 2022
10 HST 90.9 Heterogeneous Semantic Transfer for Multi-label Recognition with Partial Labels hcplab-sysu/hcp-mlr-pl 2022
11 SARB 90.7 Semantic-Aware Representation Blending for Multi-Label Image Recognition with Partial Labels hcplab-sysu/hcp-mlr-pl 2022
12 SST 90.4 Structured Semantic Transfer for Multi-Label Recognition with Partial Labels hcplab-sysu/hcp-mlr-pl 2021
13 DualCoOp+TaI-DPT 94.8 Texts as Images in Prompt Tuning for Multi-Label Image Recognition guozix/tai-dpt 2022
14 DualCoOp 93.2 DualCoOp: Fast Adaptation to Multi-Label Recognition with Limited Annotations sunxm2357/dualcoop 2022
15 DSRB 91.5 Dual-Perspective Semantic-Aware Representation Blending for Multi-Label Image Recognition with Partial Labels hcplab-sysu/hcp-mlr-pl 2022
16 HST 90.9 Heterogeneous Semantic Transfer for Multi-label Recognition with Partial Labels hcplab-sysu/hcp-mlr-pl 2022
17 SARB 90.7 Semantic-Aware Representation Blending for Multi-Label Image Recognition with Partial Labels hcplab-sysu/hcp-mlr-pl 2022
18 SST 90.4 Structured Semantic Transfer for Multi-Label Recognition with Partial Labels hcplab-sysu/hcp-mlr-pl 2021
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