Table 1 Comparisons between the proposed ReMamba with state-of-the-art methods on the SYSU-MM01, RegDB and LLCM datasets. The bold font and the underline denote the best and second-best performance, respectively.
From: ReMamba: a hybrid CNN-Mamba aggregation network for visible-infrared person re-identification
Methods | SYSU-MM01 | RegDB | LLCM | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
All Search | Indoor Search | VIS to IR | IR to VIS | VIS to IR | IR to VIS | |||||||
R-1 | mAP | R-1 | mAP | R-1 | mAP | R-1 | mAP | R-1 | mAP | R-1 | mAP | |
Zero-Padding45 | 14.8 | 16.0 | 20.6 | 26.9 | 17.8 | 18.9 | 16.6 | 17.8 | - | - | - | - |
Hi-CMD46 | 34.9 | 35.9 | - | - | 70.9 | 66.0 | - | - | - | - | - | - |
AlignGAN6 | 42.4 | 40.7 | 45.9 | 54.3 | 57.9 | 53.6 | 56.3 | 53.4 | - | - | - | - |
X-Modality5 | 49.9 | 50.7 | - | - | 62.2 | 60.2 | - | - | - | - | - | - |
DDAG47 | 54.8 | 53.0 | 61.0 | 68.0 | 69.3 | 63.5 | 68.1 | 61.8 | 48.0 | 52.3 | 40.3 | 48.4 |
LbA10 | 55.4 | 54.1 | 58.5 | 66.3 | 74.2 | 67.6 | 67.5 | 72.4 | 50.8 | 55.6 | 43.8 | 53.1 |
CM-NAS48 | 60.8 | 58.9 | 68.0 | 52.4 | 82.8 | 79.3 | 81.7 | 77.6 | - | - | - | - |
CMTR49 | 65.5 | 62.9 | 71.5 | 76.7 | 88.1 | 81.7 | 84.9 | 80.8 | - | - | - | - |
PMT15 | 67.5 | 65.0 | 71.7 | 76.5 | 84.8 | 76.6 | 84.2 | 75.1 | - | - | - | - |
CAJ50 | 69.9 | 66.9 | 76.3 | 80.4 | 85.0 | 79.1 | 84.8 | 77.8 | 56.5 | 59.8 | 48.8 | 56.6 |
MPANet12 | 70.6 | 68.2 | 76.7 | 81.0 | 82.8 | 80.7 | 83.7 | 80.9 | - | - | - | - |
MMN7 | 70.6 | 66.9 | 76.2 | 79.6 | 91.6 | 84.1 | 87.5 | 80.5 | 59.9 | 62.7 | 52.5 | 58.9 |
MAUM51 | 71.7 | 68.8 | 77.0 | 81.9 | 87.9 | 85.1 | 87.0 | 84.3 | - | - | - | - |
DEEN43 | 74.7 | 71.8 | 80.3 | 83.3 | 91.1 | 85.1 | 89.5 | 83.4 | 62.5 | 65.8 | 54.9 | 62.9 |
HOSNet52 | 75.6 | 74.2 | 84.2 | 86.7 | 94.7 | 90.4 | 93.3 | 89.2 | 64.9 | 67.9 | 56.4 | 63.2 |
SAAI53 | 75.9 | 77.0 | 83.2 | 88.0 | 91.1 | 91.5 | 92.1 | 92.0 | - | - | - | - |
MSCLNet54 | 77.0 | 71.6 | 78.5 | 81.2 | 84.1 | 81.0 | 83.9 | 78.3 | - | - | - | - |
ReMamba(ours) | 80.1 | 78.1 | 85.4 | 87.9 | 91.2 | 84.6 | 90.9 | 84.4 | 64.9 | 68.4 | 57.1 | 63.9 |
