Semantic Segmentation on MaSTr1325 80-20 (test)
99.91mIoUBEMRF-Net
Evaluation results
| Method | Links | |
|---|---|---|
| BEMRF-Net#Params (M)=71.40, GFLOPs=156.0, Resolution=512x384, Hardware=NVIDIA 2080 and Intel 4-core XEON CPU2026.03 | 99.91 | |
| WaSR-T#Params (M)=71.4, GFLOPs=133.80, Resolution=512x384, Hardware=NVIDIA 2080 and Intel 4-core XEON CPU2026.03 | 99.8 | |
| LEMMAResidual Block Configuration=7,7,1, #Params (M)=1.07, GFLOPs=17.83, Inference Time (ms)=7.3, Resolution=512x384, Hardware=NVIDIA 2080 and Intel 4-core XEON CPU2026.03 | 98.97 | |
| SGAF#Params (M)=63.0, Resolution=512x384, Hardware=NVIDIA 2080 and Intel 4-core XEON CPU2026.03 | 98.88 | |
| ShorelineNet#Params (M)=6.5, Resolution=512x384, Hardware=NVIDIA 2080 and Intel 4-core XEON CPU2026.03 | 98.75 | |
| HRNet#Params (M)=63.0, Resolution=512x384, Hardware=NVIDIA 2080 and Intel 4-core XEON CPU2026.03 | 97.87 | |
| DeepLabv3#Params (M)=48.0, GFLOPs=123.11, Inference Time (ms)=47.55, Resolution=512x384, Hardware=NVIDIA 2080 and Intel 4-core XEON CPU2026.03 | 97.67 | |
| LightWeightResolution=512x384, Hardware=NVIDIA 2080 and Intel 4-core XEON CPU2026.03 | 96.81 | |
| LDANet#Params (M)=18.53, Inference Time (ms)=12.35, Resolution=512x384, Hardware=NVIDIA 2080 and Intel 4-core XEON CPU2026.03 | 96.16 | |
| SegmenterInference Time (ms)=18.73, Resolution=512x384, Hardware=NVIDIA 2080 and Intel 4-core XEON CPU2026.03 | 94.8 | |
| DDRNet-s#Params (M)=17.05, Inference Time (ms)=12.66, Resolution=512x384, Hardware=NVIDIA 2080 and Intel 4-core XEON CPU2026.03 | 94.5 | |
| Fast SCNN#Params (M)=1.36, Inference Time (ms)=14.82, Resolution=512x384, Hardware=NVIDIA 2080 and Intel 4-core XEON CPU2026.03 | 93.5 | |
| PSPNet#Params (M)=66.0, GFLOPs=8.91, Inference Time (ms)=5.94, Resolution=512x384, Hardware=NVIDIA 2080 and Intel 4-core XEON CPU2026.03 | 93.46 | |
| WODIS#Params (M)=89.50, Inference Time (ms)=23.15, Resolution=512x384, Hardware=NVIDIA 2080 and Intel 4-core XEON CPU2026.03 | 91.3 | |
| Pretrained UNet + VGG16Backbone=VGG16, #Params (M)=24.89, GFLOPs=339.01, Inference Time (ms)=48.29, Resolution=512x384, Hardware=NVIDIA 2080 and Intel 4-core XEON CPU2026.03 | 86.01 | |
| LGCNet#Params (M)=0.69, GFLOPs=9.05, Inference Time (ms)=28.67, Resolution=512x384, Hardware=NVIDIA 2080 and Intel 4-core XEON CPU2026.03 | 84.14 | |
| HRNet-w18Backbone=HRNet-w18, #Params (M)=29.54, GFLOPs=67.90, Inference Time (ms)=33.85, Resolution=512x384, Hardware=NVIDIA 2080 and Intel 4-core XEON CPU2026.03 | 84.11 | |
| UISSNet + ResNet18Backbone=ResNet18, #Params (M)=44.11, GFLOPs=195.15, Inference Time (ms)=24.94, Resolution=512x384, Hardware=NVIDIA 2080 and Intel 4-core XEON CPU2026.03 | 83.91 | |
| UISSNet + ResNet50Backbone=ResNet50, #Params (M)=75.42, GFLOPs=256.59, Inference Time (ms)=35.15, Resolution=512x384, Hardware=NVIDIA 2080 and Intel 4-core XEON CPU2026.03 | 83.56 | |
| LETNet#Params (M)=0.94, GFLOPs=10.63, Inference Time (ms)=73.15, Resolution=512x384, Hardware=NVIDIA 2080 and Intel 4-core XEON CPU2026.03 | 83.18 | |
| DABNet#Params (M)=0.75, GFLOPs=7.76, Inference Time (ms)=15.59, Resolution=512x384, Hardware=NVIDIA 2080 and Intel 4-core XEON CPU2026.03 | 82.64 | |
| ERFNetv2#Params (M)=1.23, GFLOPs=4.18, Inference Time (ms)=18.33, Resolution=512x384, Hardware=NVIDIA 2080 and Intel 4-core XEON CPU2026.03 | 82.45 | |
| CFPNet#Params (M)=0.54, GFLOPs=5.85, Inference Time (ms)=35.61, Resolution=512x384, Hardware=NVIDIA 2080 and Intel 4-core XEON CPU2026.03 | 82.28 | |
| Pretrained SegNet#Params (M)=29.45, GFLOPs=241.29, Inference Time (ms)=22.31, Resolution=512x384, Hardware=NVIDIA 2080 and Intel 4-core XEON CPU2026.03 | 81.8 | |
| ERFNet#Params (M)=2.06, GFLOPs=22.16, Inference Time (ms)=15.07, Resolution=512x384, Hardware=NVIDIA 2080 and Intel 4-core XEON CPU2026.03 | 81.68 | |
| DeepLabv3 + XceptionBackbone=Xception, #Params (M)=54.71, GFLOPs=124.65, Inference Time (ms)=29.83, Resolution=512x384, Hardware=NVIDIA 2080 and Intel 4-core XEON CPU2026.03 | 80.65 |