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Multi-label Image Recognition with Partial Labels 벤치마크

Multi-label Image Recognition with Partial Labels on MS-COCO-2014

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Average mAP

76.7 78.42 80.15 81.88 83.6 2021-12 2026-09 SST — 76.7 (2021-12-21) SST — 76.7 (2021-12-21) SST — 76.7 (2021-12-21) SARB — 77.9 (2022-03-04) SARB — 77.9 (2022-03-04) SARB — 77.9 (2022-03-04) HST — 77.9 (2022-05-23) HST — 77.9 (2022-05-23) HST — 77.9 (2022-05-23) DSRB — 78.4 (2022-05-26) DSRB — 78.4 (2022-05-26) DSRB — 78.4 (2022-05-26) DualCoOp — 81.9 (2022-06-20) DualCoOp — 81.9 (2022-06-20) DualCoOp — 81.9 (2022-06-20) DualCoOp+TaI-DPT — 83.6 (2022-11-23) DualCoOp+TaI-DPT — 83.6 (2022-11-23) DualCoOp+TaI-DPT — 83.6 (2022-11-23) SST — 76.7 (2021-12-21) SARB — 77.9 (2022-03-04) DSRB — 78.4 (2022-05-26) DualCoOp — 81.9 (2022-06-20) DualCoOp+TaI-DPT — 83.6 (2022-11-23)
RankModel Average mAP PaperCodeYear
1 DualCoOp+TaI-DPT 83.6 Texts as Images in Prompt Tuning for Multi-Label Image Recognition guozix/tai-dpt 2022
2 DualCoOp 81.9 DualCoOp: Fast Adaptation to Multi-Label Recognition with Limited Annotations sunxm2357/dualcoop 2022
3 DSRB 78.4 Dual-Perspective Semantic-Aware Representation Blending for Multi-Label Image Recognition with Partial Labels hcplab-sysu/hcp-mlr-pl 2022
4 SARB 77.9 Semantic-Aware Representation Blending for Multi-Label Image Recognition with Partial Labels hcplab-sysu/hcp-mlr-pl 2022
4 HST 77.9 Heterogeneous Semantic Transfer for Multi-label Recognition with Partial Labels hcplab-sysu/hcp-mlr-pl 2022
6 SST 76.7 Structured Semantic Transfer for Multi-Label Recognition with Partial Labels hcplab-sysu/hcp-mlr-pl 2021
7 DualCoOp+TaI-DPT 83.6 Texts as Images in Prompt Tuning for Multi-Label Image Recognition guozix/tai-dpt 2022
8 DualCoOp 81.9 DualCoOp: Fast Adaptation to Multi-Label Recognition with Limited Annotations sunxm2357/dualcoop 2022
9 DSRB 78.4 Dual-Perspective Semantic-Aware Representation Blending for Multi-Label Image Recognition with Partial Labels hcplab-sysu/hcp-mlr-pl 2022
10 SARB 77.9 Semantic-Aware Representation Blending for Multi-Label Image Recognition with Partial Labels hcplab-sysu/hcp-mlr-pl 2022
10 HST 77.9 Heterogeneous Semantic Transfer for Multi-label Recognition with Partial Labels hcplab-sysu/hcp-mlr-pl 2022
12 SST 76.7 Structured Semantic Transfer for Multi-Label Recognition with Partial Labels hcplab-sysu/hcp-mlr-pl 2021
13 DualCoOp+TaI-DPT 83.6 Texts as Images in Prompt Tuning for Multi-Label Image Recognition guozix/tai-dpt 2022
14 DualCoOp 81.9 DualCoOp: Fast Adaptation to Multi-Label Recognition with Limited Annotations sunxm2357/dualcoop 2022
15 DSRB 78.4 Dual-Perspective Semantic-Aware Representation Blending for Multi-Label Image Recognition with Partial Labels hcplab-sysu/hcp-mlr-pl 2022
16 SARB 77.9 Semantic-Aware Representation Blending for Multi-Label Image Recognition with Partial Labels hcplab-sysu/hcp-mlr-pl 2022
16 HST 77.9 Heterogeneous Semantic Transfer for Multi-label Recognition with Partial Labels hcplab-sysu/hcp-mlr-pl 2022
18 SST 76.7 Structured Semantic Transfer for Multi-Label Recognition with Partial Labels hcplab-sysu/hcp-mlr-pl 2021
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