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ResearchFormerly WizWand

Object Detection on PASCAL SBD 2012

42.96Box mAPRAMEM
20.579226.389632.238.0104Aug 15, 2023
Updated 8mo ago

Evaluation results

MethodLinks
RAMEMBackbone=UPANet80 V2, Module=Panel attention, FPS (RTX 4090)=60.93, FLOPs (G)=100.85, Size (M)=40.322023.0842.9642.69
RAMEMBackbone=UPANet80 V2, Variation=A2, Att 1st, FPS (RTX 4090)=53.25, FLOPs (G)=101.87, Size (M)=40.502023.0842.6241.26
RAMEMBackbone=UPANet80 V2, Variation=GC, Ds 1st, FPS (RTX 4090)=62.86, FLOPs (G)=98.32, Size (M)=39.302023.0842.5142.35
RAMEMBackbone=UPANet80 V2, Variation=GC, Att 1st, FPS (RTX 4090)=63.91, FLOPs (G)=98.32, Size (M)=39.302023.0842.4742.24
RAMEMBackbone=UPANet80 V2, Variation=NL, Ds 1st, FPS (RTX 4090)=61.64, FLOPs (G)=99.02, Size (M)=40.232023.0842.342.24
RAMEMBackbone=UPANet80 V2, Variation=EA, Att 1st, FPS (RTX 4090)=64.50, FLOPs (G)=98.31, Size (M)=39.302023.0842.0741.86
RAMEMBackbone=UPANet64 V2, Module=Panel attention, FPS (RTX 4090)=74.22, FLOPs (G)=73.12, Size (M)=28.732023.0842.0441.74
RAMEMBackbone=UPANet80 V2 (Vanilla), FPS (RTX 4090)=64.50, FLOPs (G)=100.55, Size (M)=40.322023.0841.9341.72
RAMEMBackbone=UPANet64 V2 (Vanilla), FPS (RTX 4090)=68.00, FLOPs (G)=73.12, Size (M)=28.732023.0841.7541.5
RAMEMBackbone=UPANet80 V2, Variation=EA, Ds 1st, FPS (RTX 4090)=64.28, FLOPs (G)=98.31, Size (M)=39.302023.0841.6241.33
RAMEMBackbone=UPANet80 V2, Variation=A2, Ds 1st, FPS (RTX 4090)=60.34, FLOPs (G)=99.20, Size (M)=40.502023.0841.3341.13
maYOLACTBackbone=CSP-DarkNet, FPS (RTX 4090)=80.36, FLOPs (G)=61.73, Size (M)=45.442023.0840.8340.29
maYOLACTBackbone=ResNet50, Module=Panel attention, FPS (RTX 4090)=64.56, FLOPs (G)=91.88, Size (M)=74.592023.0839.1538.92
maYOLACTBackbone=ResNet50, FPS (RTX 4090)=81.27, FLOPs (G)=48.26, Size (M)=30.412023.0837.537.39
YOLACTBackbone=ResNet50, FPS (RTX 4090)=81.11, FLOPs (G)=48.26, Size (M)=30.412023.0836.6535.73
RTMDet (ins-X)Backbone=CSP-DarkNet, FPS (RTX 4090)=68.42, FLOPs (G)=93.87, Size (M)=83.332023.0834.2232.39
maYOLACTBackbone=Swin Transformer (Tiny), FPS (RTX 4090)=71.88, FLOPs (G)=24.96, Size (M)=33.852023.0821.4421.3