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ResearchFormerly WizWand

Semantic Segmentation on DLO Segmentation Dataset

74.05Mean IoUASC-SW
-0.143619.118238.3857.6418Jul 17, 2025
Updated 4mo ago

Evaluation results

MethodLinks
ASC-SWSW=W/, Parameters=6.9M, Backbone=MobileNetV2, Resolution=224x224, FLOPS (G)=6.39, Latency (ms)=4.1, Inference FPS=2452025.0774.05
RT-DLOSW=W/O, Parameters=46M, Backbone=ResNet101, Resolution=640x360, FLOPS (G)=50.18, Latency (ms)=19.4, Inference FPS=502025.0763.22
DLO-MultiViewerSW=W/O, Parameters=26M, Backbone=ResNet50, Resolution=640x360, FLOPS (G)=32.71, Latency (ms)=13.3, Inference FPS=752025.0762.62
ASCNetSW=W/O, Parameters=6.9M, Backbone=MobileNetV2, Resolution=224x224, FLOPS (G)=6.36, Latency (ms)=3.8, Inference FPS=2612025.0762.2
DeepLabV3+SW=W/, Parameters=6.8M, Backbone=MobileNetV2, Resolution=224x224, FLOPS (G)=6.38, Latency (ms)=3.8, Inference FPS=2662025.0761.65
DeepLabV3+SW=W/, Parameters=59.9M, Backbone=ResNet101, Resolution=224x224, FLOPS (G)=14.56, Latency (ms)=6.8, Inference FPS=1472025.0760.55
DeepLabV3+SW=W/O, Parameters=6.8M, Backbone=MobileNetV2, Resolution=224x224, FLOPS (G)=6.34, Latency (ms)=3.7, Inference FPS=2682025.0759.53
DeepLabV3+SW=W/O, Parameters=59.9M, Backbone=ResNet101, Resolution=224x224, FLOPS (G)=14.53, Latency (ms)=6.4, Inference FPS=1552025.0758.61
Grounded-SAMSW=W/O, Parameters=649M+172M*, Backbone=Multimodel, Resolution=1920x10802025.0748.55
DLO-MultiViewerSW=W/O, Parameters=26M, Backbone=ResNet50, Resolution=224x224, FLOPS (G)=7.02, Latency (ms)=3.6, Inference FPS=2752025.0742.59
Grounded-SAMSW=W/O, Parameters=649M+172M, Backbone=Multimodel, Resolution=224x2242025.0722.24
RT-DLOSW=W/O, Parameters=46M, Backbone=ResNet101, Resolution=224x224, FLOPS (G)=10.74, Latency (ms)=7.2, Inference FPS=1682025.0718.17
DLOPercevierSW=W/O, Parameters=46M+66M*, Backbone=Multimodel, Resolution=640x360, FLOPS (G)=70.22, Latency (ms)=31.8, Inference FPS=312025.0712.54
Grounded-FastSAMSW=W/O, Parameters=72M+172M*, Backbone=Multimodel, Resolution=224x192, FLOPS (G)=17.35, Latency (ms)=9.1, Inference FPS=1092025.072.81
Grounded-FastSAMSW=W/O, Parameters=72M+172M, Backbone=Multimodel, Resolution=1024x768, FLOPS (G)=123.96, Latency (ms)=34.4, Inference FPS=292025.072.71