- (24.01.31) The paper has been accepted into IEEE Access.
PASCAL VOC 2012 download link : JPEGImages, SegmentationClass
[Your Pascal Path]
├── JPEGImages
└── SegmentationClass
Pretrained Backbone : ResNet101, MiT-B4
Eval Weight : link
CASS
├── pretrained
│ ├── resnet101.pth
│ └── mit_b4.pth
└── cass_pretrained
├── 1_CASS_1_4_resnet101_78.04.pth
├── 2_CASS_1_4_resnet101_78.32.pth
├── 3_CASS_1_4_resnet101_78.05.pth
├── 1_CASS_1_4_segf_b4_79.90.pth
├── 2_CASS_1_4_segf_b4_79.81.pth
└── 3_CASS_1_4_segf_b4_79.99.pth
You can control our methods in the config file.
sh tool/train.sh <num_gpu> <port>
# ex : sh tool/train.sh 4 23500
sh tool/eval.sh <num_gpu> <port>
# ex : sh tool/eval.sh 4 23500
Method | 1/2 (5292) | 1/4 (2646) | 1/8 (1323) | 1/16 (662) |
---|---|---|---|---|
ST++ | - | 76.6 | 76.3 | 74.5 |
UniMatch | 77.5 | 77.2 | 77.0 | 76.5 |
CASS-V3(ours) | 78.1 | 78.0 | 77.5 | 77.1 |
CASS-B4(ours) | 80.2 | 79.9 | 78.8 | 77.5 |
Model | 1/2 (5291) | 1/4 (2646) | 1/8 (1323) | 1/16 (662) |
---|---|---|---|---|
CASS-V3 (Try 1) | 78.86 | 78.04 | 77.18 | TODO |
CASS-V3 (Try 2) | 78.60 | 78.32 | 77.29 | TODO |
CASS-V3 (Try 3) | 79.21 | 78.05 | 77.76 | TODO |
Mean (std) | 78.89 (0.25) | 78.13 (0.13) | 77.41 (0.25) | TODO |
CASS-B4 (Try 1) | 80.49 | 79.90 | 78.78 | TODO |
CASS-B4 (Try 2) | 80.53 | 79.81 | 78.72 | TODO |
CASS-B4 (Try 3) | 80.42 | 79.99 | 78.76 | TODO |
Mean (std) | 80.48 (0.05) | 79.89 (0.07) | 78.75 (0.02) | TODO |