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ResearchFormerly WizWand

Semantic Segmentation on Pascal Context, Pascal VOC, Pascal Stuff, ADE20K, and Cityscapes Average (val)

50.01mIoURADSeg+
35.855639.530343.20546.8797Nov 24, 2025
Updated 6mo ago

Evaluation results

MethodLinks
RADSeg+Model Scale=Base, Latency (CTX)=0.261, Latency (VOC)=0.156, Latency (Stuff)=0.286, Latency (ADE)=0.360, Latency (City)=0.709, Average Latency (s)=0.354, Parameters (M)=119, Resolution=Mid, Precision=FP32, Hardware=Tesla V1002025.1150.01
RADSeg+Model Scale=Huge, Latency (CTX)=1.172, Latency (VOC)=0.734, Latency (Stuff)=1.074, Latency (ADE)=1.341, Latency (City)=2.128, Average Latency (s)=1.290, Parameters (M)=677, Resolution=Mid, Precision=FP32, Hardware=Tesla V1002025.1149.38
RADSegModel Scale=Base, Latency (CTX)=0.109, Latency (VOC)=0.036, Latency (Stuff)=0.088, Latency (ADE)=0.112, Latency (City)=0.228, Average Latency (s)=0.115, Parameters (M)=106, Resolution=Mid, Precision=FP32, Hardware=Tesla V1002025.1148
TextRegionModel Scale=Huge, Latency (CTX)=0.732, Latency (VOC)=0.670, Latency (Stuff)=0.711, Latency (ADE)=0.744, Latency (City)=2.476, Average Latency (s)=1.067, Parameters (M)=857, Resolution=Mid, Precision=FP32, Hardware=Tesla V1002025.1147.5
RADSegModel Scale=Huge, Latency (CTX)=0.617, Latency (VOC)=0.202, Latency (Stuff)=0.457, Latency (ADE)=0.594, Latency (City)=1.363, Average Latency (s)=0.647, Parameters (M)=664, Resolution=Mid, Precision=FP32, Hardware=Tesla V1002025.1146.92
TridentModel Scale=Huge, Latency (CTX)=1.426, Latency (VOC)=0.900, Latency (Stuff)=1.123, Latency (ADE)=1.444, Latency (City)=2.365, Average Latency (s)=1.451, Parameters (M)=1349, Resolution=Mid, Precision=FP32, Hardware=Tesla V1002025.1146.9
TridentModel Scale=Base, Latency (CTX)=0.353, Latency (VOC)=0.229, Latency (Stuff)=0.348, Latency (ADE)=0.414, Latency (City)=0.923, Average Latency (s)=0.454, Parameters (M)=264, Resolution=Mid, Precision=FP32, Hardware=Tesla V1002025.1143.79
TextRegionModel Scale=Base, Latency (CTX)=0.410, Latency (VOC)=0.403, Latency (Stuff)=0.438, Latency (ADE)=0.428, Latency (City)=1.729, Average Latency (s)=0.682, Parameters (M)=167, Resolution=Mid, Precision=FP32, Hardware=Tesla V1002025.1143.33
ProxyCLIPModel Scale=Huge, Latency (CTX)=1.297, Latency (VOC)=0.494, Latency (Stuff)=0.451, Latency (ADE)=1.28, Latency (City)=3.168, Average Latency (s)=1.338, Parameters (M)=717, Resolution=Mid, Precision=FP32, Hardware=Tesla V1002025.1143.21
Talk2DinoModel Scale=Base, Latency (CTX)=0.150, Latency (VOC)=0.043, Latency (Stuff)=0.155, Latency (ADE)=0.188, Latency (City)=0.289, Average Latency (s)=0.165, Parameters (M)=86, Resolution=Mid, Precision=FP32, Hardware=Tesla V1002025.1143
RayFrontsModel Scale=Base, Latency (CTX)=0.106, Latency (VOC)=0.035, Latency (Stuff)=0.087, Latency (ADE)=0.109, Latency (City)=0.218, Average Latency (s)=0.111, Parameters (M)=103, Resolution=Mid, Precision=FP32, Hardware=Tesla V1002025.1142.14
SC-CLIPModel Scale=Base, Latency (CTX)=0.148, Latency (VOC)=0.059, Latency (Stuff)=0.111, Latency (ADE)=0.174, Latency (City)=0.243, Average Latency (s)=0.147, Parameters (M)=86, Resolution=Mid, Precision=FP32, Hardware=Tesla V1002025.1141.86
ProxyCLIPModel Scale=Base, Latency (CTX)=0.689, Latency (VOC)=0.262, Latency (Stuff)=0.247, Latency (ADE)=0.693, Latency (City)=1.446, Average Latency (s)=0.667, Parameters (M)=171, Resolution=Mid, Precision=FP32, Hardware=Tesla V1002025.1140.87
ResCLIPModel Scale=Base, Latency (CTX)=0.252, Latency (VOC)=0.152, Latency (Stuff)=0.266, Latency (ADE)=0.325, Latency (City)=0.311, Average Latency (s)=0.261, Parameters (M)=86, Resolution=Mid, Precision=FP32, Hardware=Tesla V1002025.1140.33
NACLIPModel Scale=Base, Latency (CTX)=0.091, Latency (VOC)=0.025, Latency (Stuff)=0.074, Latency (ADE)=0.111, Latency (City)=0.144, Average Latency (s)=0.089, Parameters (M)=86, Resolution=Mid, Precision=FP32, Hardware=Tesla V1002025.1138.48
RayFrontsModel Scale=Huge, Latency (CTX)=0.619, Latency (VOC)=0.204, Latency (Stuff)=0.460, Latency (ADE)=0.598, Latency (City)=1.362, Average Latency (s)=0.649, Parameters (M)=661, Resolution=Mid, Precision=FP32, Hardware=Tesla V1002025.1136.4