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ResearchFormerly WizWand

Object Detection on MSCOCO 2017 (val)

47.5APbDefMamba-S
18.79626.24833.741.152Apr 8, 2025May 24, 2025Jul 10, 2025Aug 26, 2025Oct 11, 2025Nov 27, 2025Jan 13, 2026
Updated 8mo ago

Evaluation results

MethodLinks
DefMamba-SBackbone=DefMamba-S, #FLOPS=268G, Framework=Mask R-CNN, Schedule=1x2025.0447.569.651.7
VMamba-TBackbone=VMamba-T, #FLOPS=286G, Framework=Mask R-CNN, Schedule=1x2025.0447.469.552
GrootV-TBackbone=GrootV-T, #FLOPS=265G, Framework=Mask R-CNN, Schedule=1x2025.044769.451.5
MSVMamba-TBackbone=MSVMamba-T, #FLOPS=252G, Framework=Mask R-CNN, Schedule=1x2025.0446.968.851.4
LocalVMamba-TBackbone=LocalVMamba-T, #FLOPS=291G, Framework=Mask R-CNN, Schedule=1x2025.0446.768.750.8
QuadMamba-SBackbone=QuadMamba-S, #FLOPS=301G, Framework=Mask R-CNN, Schedule=1x2025.0446.76951.3
PVTv2-B2Backbone=PVTv2-B2, #FLOPS=309G, Framework=Mask R-CNN, Schedule=1x2025.0445.367.149.4
ConvNeXt-TBackbone=ConvNeXt-T, #FLOPS=262G, Framework=Mask R-CNN, Schedule=1x2025.0444.266.648.3
Swin-TBackbone=Swin-T, #FLOPS=267G, Framework=Mask R-CNN, Schedule=1x2025.0442.765.246.8
ResNet-50Backbone=ResNet-50, #FLOPS=260G, Framework=Mask R-CNN, Schedule=1x2025.0438.258.841.4
H-GPE-SBackbone=H-GPE-S, Detection Head=SSDLite, Params(M)=6.1, FLOPs(G)=3.22026.0130.3——
EMB-SBackbone=EMB-S, Detection Head=SSDLite, Params(M)=5.6, FLOPs(G)=3.42026.0128.8——
EdgeNeXt-SBackbone=EdgeNeXt-S, Detection Head=SSDLite, Params(M)=6.2, FLOPs(G)=2.12026.0127.9——
EMO-5MBackbone=EMO-5M, Detection Head=SSDLite, Params(M)=6, FLOPs(G)=1.82026.0127.9——
MobileViTv2-1.25Backbone=MobileViTv2-1.25, Detection Head=SSDLite, Params(M)=8.2, FLOPs(G)=4.72026.0127.8——
MobileViTv1-SBackbone=MobileViTv1-S, Detection Head=SSDLite, Params(M)=5.7, FLOPs(G)=3.42026.0127.7——
PartialFormer-B1Backbone=PartialFormer-B1, Detection Head=SSDLite, Params(M)=8, FLOPs(G)=1.52026.0127.1——
H-GPE-TBackbone=H-GPE-T, Detection Head=SSDLite, Params(M)=2.9, FLOPs(G)=1.32026.0126.8——
EMB-TBackbone=EMB-T, Detection Head=SSDLite, Params(M)=2.7, FLOPs(G)=1.42026.0125.7——
MoConv-SBackbone=MoConv-S, Detection Head=SSDLite, Params(M)=3.7, FLOPs(G)=1.62026.0125.3——
ResNet50Backbone=ResNet50, Detection Head=SSDLite, Params(M)=26.6, FLOPs(G)=8.82026.0125.2——
EMO-2MBackbone=EMO-2M, Detection Head=SSDLite, Params(M)=3.3, FLOPs(G)=0.92026.0125.2——
MobileViTv2-0.75Backbone=MobileViTv2-0.75, Detection Head=SSDLite, Params(M)=3.6, FLOPs(G)=1.82026.0124.6——
PartialFormer-B0Backbone=PartialFormer-B0, Detection Head=SSDLite, Params(M)=5, FLOPs(G)=0.92026.0124.3——
H-GPE-NBackbone=H-GPE-N, Detection Head=SSDLite, Params(M)=1.9, FLOPs(G)=0.82026.0124.1——
MoConv-TBackbone=MoConv-T, Detection Head=SSDLite, Params(M)=2.5, FLOPs(G)=12026.0123.8——
EMB-NBackbone=EMB-N, Detection Head=SSDLite, Params(M)=1.7, FLOPs(G)=0.92026.0123.6——
MobileNetv1Backbone=MobileNetv1, Detection Head=SSDLite, Params(M)=5.1, FLOPs(G)=1.32026.0122.2——
MobileNetv2Backbone=MobileNetv2, Detection Head=SSDLite, Params(M)=4.3, FLOPs(G)=0.82026.0122.1——
MobileNetv3Backbone=MobileNetv3, Detection Head=SSDLite, Params(M)=5, FLOPs(G)=0.62026.0122——
EMO-1MBackbone=EMO-1M, Detection Head=SSDLite, Params(M)=2.3, FLOPs(G)=0.62026.0122——
MobileViTv2-0.5Backbone=MobileViTv2-0.5, Detection Head=SSDLite, Params(M)=2, FLOPs(G)=0.92026.0121.2——
MobileViTv1-XXSBackbone=MobileViTv1-XXS, Detection Head=SSDLite, Params(M)=1.7, FLOPs(G)=0.92026.0119.9——