Opto-Electronic Engineering, Volume. 51, Issue 9, 240119-1(2024)
Quadrupl-stream input-guided feature complementary visible-infrared person re-identification
Figures & Tables(11)
Fig. 5. Feature distribution diagram and intra-class and inter-class distances. (a) Baseline feature distribution diagram; (b) QFCNet feature distribution diagram; (c) Baseline intra-class and inter-class distances; (d) QFCNet intra-class and inter-class distances
Table 1. Comparison results on SYSU-MM01 dataset/%
View tableView in ArticleTable 1. Comparison results on SYSU-MM01 dataset/%
Method Publish Setting All search Indoor search rank-1 rank-10 rank-20 mAP rank-1 rank-10 rank-20 mAP AlignGAN[ 23 ]ICCV19 42.4 85.0 93.7 40.7 45.9 87.6 94.4 54.3 24 ]CVPR 19 28.90 70.60 82.40 29.20 - - - - X-Modality[ 15 ]AAAI 20 49.9 89.8 96 50.7 - - - - DDAG[ 8 ]ECCV 20 53.61 89.17 95.3 52.02 58.37 91.92 97.42 65.44 Hi-CMD[ 9 ]CVPR 20 34.9 77.6 - 35.9 - - - - JSIA-ReID[ 25 ]AAAI20 38.1 80.7 89.9 36.9 43.8 86.2 94.2 52.9 MPANet[ 5 ]CVPR 21 70.6 96.2 98.8 68.2 76.2 97.2 99.3 76.9 AGW[ 16 ]TPAMI 21 47.58 84.45 92.11 47.69 54.29 91.14 95.99 63.02 CAJ[ 17 ]CVPR 21 69.9 95.7 98.5 66.9 76.3 97.9 99.5 80.4 MCLNet[ 26 ]ICCV 21 65.4 93.3 97.1 62.0 72.6 97.0 99.2 76.6 DSCNet[ 7 ]TIFS 22 73.89 96.27 98.84 69.47 79.35 98.32 99.77 82.65 FMCNet[ 9 ]CVPR 22 66.3 - - 62.5 68.2 - - 74.1 PIC[ 27 ]TIP 22 57.5 - - 55.1 60.4 - - 67.7 PMT[ 28 ]AAAI 23 67.53 95.36 98.64 51.86 71.66 96.73 99.25 76.52 MTMFE[ 29 ]PR23 62.56 93.85 97.63 60.57 65.06 95.17 98.17 73.86 AGMNet[ 30 ]J-STSP23 69.63 96.27 98.82 66.11 74.68 97.51 99.14 78.30 CSVI[ 31 ]IF24 70.13 96.15 98.79 65.32 71.00 96.96 98.99 75.21 TMD[ 32 ]TMM24 68.18 93.08 96.84 63.96 76.31 97.28 98.91 74.52 QFCNet Ours 76.12 97.23 99.14 71.51 80.43 98.75 99.58 83.61
Table 2. Comparison results on RegDB dataset/%
View tableView in ArticleTable 2. Comparison results on RegDB dataset/%
Method Publish Setting Visible to infrared Infrared to visible rank-1 rank-10 rank-20 mAP rank-1 rank-10 rank-20 mAP AlignGAN[ 23 ]ICCV19 57.9 - - 53.6 56.3 - - 53.40 24 ]CVPR 19 43.40 66.10 76.30 44.10 - - - - X-Modality[ 15 ]AAAI 20 62.21 83.13 91.72 60.18 - - - - DDAG[ 8 ]ECCV 20 69.34 85.77 89.98 63.19 64.77 83.85 88.90 58.54 Hi-CMD[ 9 ]CVPR 20 70.9 86.4 - 66.0 - - - - JSIA-ReID[ 25 ]AAAI20 48.1 - - 48.9 48.5 - - 49.3 MPANet[ 5 ]CVPR 21 83.7 - - 80.9 82.8 - - 80.7 AGW[ 16 ]TPAMI 21 70.05 86.21 91.55 66.37 70.49 87.21 91.84 65.9 CAJ[ 17 ]CVPR 21 84.72 95.17 97.38 78.70 84.09 94.79 97.11 77.25 MCLNet[ 26 ]ICCV 21 80.31 92.70 96.03 73.07 75.93 90.93 94.59 69.49 DSCNet[ 7 ]TIFS 22 85.39 - - 77.3 83.5 - - 75.19 FMCNet[ 9 ]CVPR 22 89.12 - - 84.43 88.38 - - 83.86 PIC[ 27 ]TIP 22 83.6 - - 79.6 79.5 - - 77.4 PMT[ 28 ]PR23 76.10 88.86 92.41 74.39 72.18 87.06 92.38 71.04 MTMFE[ 29 ]AAAI 23 84.83 - - 76.55 84.16 - - 75.13 AGMNet[ 30 ]J-STSP23 88.40 95.10 96.94 81.45 85.34 94.56 97.48 81.19 CSVI[ 31 ]IF24 91.41 97.72 98.92 85.14 90.06 97.46 98.74 83.86 TMD[ 32 ]TMM24 87.04 95.49 97.57 81.19 83.54 94.56 96.84 77.92 QFCNet Ours 93.28 97.94 99.04 88.89 92.35 97.72 99.14 88.10
Table 3. Ablation experiments on the SYSU-MM01 dataset/%
View tableView in ArticleTable 3. Ablation experiments on the SYSU-MM01 dataset/%
Setting All search Indoor search QSFM SFCM rank-1 rank-10 rank-20 mAP rank-1 rank-10 rank-20 mAP 47.58 84.45 92.11 47.69 54.29 91.14 95.99 63.02 √ 73.21 96.60 98.90 70.35 79.63 98.20 99.62 82.81 √ 72.91 96.46 99.06 69.84 79.88 98.17 99.43 82.90 √ √ 76.12 97.23 99.14 71.51 80.43 98.75 99.58 83.61
Table 4. Experimental results of SFCM insertion positions under SYSU-MM01 dataset/%
View tableView in ArticleTable 4. Experimental results of SFCM insertion positions under SYSU-MM01 dataset/%
Method SYSU-MM01 rank-1 mAP Baseline 47.58 47.69 在stage0后插入SFCM 70.35 67.42 在stage1后插入SFCM 71.75 67.66 在stage2后插入SFCM 72.60 69.68 在stage3后插入 SFCM 72.91 69.84 在stage4后插入SFCM 70.65 68.78
Tools
Get Citation
Copy Citation Text
Bin Ge, Nuo Xu, Chenxing Xia, Haijun Zheng. Quadrupl-stream input-guided feature complementary visible-infrared person re-identification[J]. Opto-Electronic Engineering, 2024, 51(9): 240119-1
Paper Information
Category: Article
Received: May. 23, 2024
Accepted: Aug. 18, 2024
Published Online: Dec. 12, 2024
The Author Email:
© Copyright 2018-2021 | Chinese Laser Press.
All Rights Reserved 沪ICP备15018463号-20