4.9 KiB
4.9 KiB
Model Zoo
- Results are presented in the format of Rank-1 (mAP).
- Classification layer is ignored when computing the model size.
- Unless specified otherwise, only
Random2DTranslationandRandomHorizontalFlipare used for data augmentation. - Asterisk (*) means the model is trained from scratch.
- Model weights can be downloaded by clicking the highlighted numbers.
| Model | # param (M) | Loss | Input | market1501 | dukemtmcreid | msmt17 |
|---|---|---|---|---|---|---|
| resnet50 | 23.5 | softmax | (256, 128) | 87.9 (70.4) | 78.3 (58.9) | 63.2 (33.9) |
| resnet50_fc512 | 24.6 | softmax | (256, 128) | 90.8 (75.3) | 81.0 (64.0) | 69.6 (38.4) |
| densenet121_fc512 | 7.5 | softmax | (256, 128) | 87.8 (68.0) | 79.7 (58.8) | 67.6 (35.0) |
| se_resnet50_fc512 | 27.1 | softmax | (256, 128) | 91.9 (75.8) | 81.5 (63.7) | 71.1 (39.8) |
| shufflenet | 0.9 | softmax | (256, 128) | 84.1(64.1) | 73.4(51.9) | 51.3(24.2) |
| squeezenet1_0_fc512 | 1.0 | softmax | (256, 128) | 79.3 (52.2) | 66.6 (42.6) | 44.1 (17.1) |
| mobilenetv2_1dot0 | 2.2 | softmax | (256, 128) | 85.6 (67.3) | 74.2 (54.7) | 57.4 (29.3) |
| mobilenetv2_1dot4 | 4.3 | softmax | (256, 128) | 87.0 (68.5) | 76.2 (55.8) | 60.1 (31.5) |
| resnet50mid | 27.7 | softmax | (256, 128) | 90.2 (76.0) | 81.6 (64.0) | 69.0 (38.0) |
| mlfn | 32.5 | softmax | (256, 128) | 90.1 (74.3) | 81.1 (63.2) | 66.4 (37.2) |
| hacnn* | 3.7 | softmax | (160, 64) | 90.9 (75.6) | 80.1 (63.2) | 64.7 (37.2) |