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ResearchFormerly WizWand

Inverse design on Nanophotonics structures

40Designable VolumeDEN
-1.50649.269320.04530.8207Jun 23, 2026
Updated 4mo ago

Evaluation results

MethodLinks
DENStructure=Metalens, Network=DEN, Sims (structs) in training=0 + 100 × Slocal region / (λ/2)² in training, Struct. params=301, Struct. size (nm)=10,000, λmin (nm)=5002026.064033.33
Tandem MLPStructure=Grating coupler, Network=Tandem MLP, Sims (structs) in training=84,480, Struct. params=120, Struct. size (nm)=27,600×220, λmin (nm)=1,3002026.0614.3710
GANStructure=Y-splitter, Network=GAN, Sims (structs) in training=(16,000) + training, Struct. params=400, Struct. size (nm)=2,250×2,250, λmin (nm)=1,2502026.0612.9642
Tandem MLPStructure=Thin film, Network=Tandem MLP, Sims (structs) in training=550,000, Struct. params=20, Struct. size (nm)=2,400, λmin (nm)=4002026.06121
GANStructure=Y-splitter, Network=GAN, Sims (structs) in training=(10,000), Struct. params=400, Struct. size (nm)=2,000×2,000, λmin (nm)=1,2002026.0611.11100
MLPStructure=Metagrating, Network=MLP, Sims (structs) in training=50,000, Struct. params=9, Struct. size (nm)=4,500, λmin (nm)=1,0002026.06930
MLPStructure=Meta atom, Network=MLP, Sims (structs) in training=4,000, Struct. params=2, Struct. size (nm)=2,200,000×7,000,000, λmin (nm)=2,855,1662026.067.5625,000
CNNStructure=Plasmonic metasurface, Network=CNN, Sims (structs) in training=25,000, Struct. params=6, Struct. size (nm)=700×700, λmin (nm)=6002026.065.441
DENStructure=Y-splitter, Network=DEN, Sims (structs) in training=0 + 3750 in training, Struct. params=900, Struct. size (nm)=1,660×1,660, λmin (nm)=1,5502026.064.5955
GANStructure=Metagrating, Network=GAN, Sims (structs) in training=7,008,000, Struct. params=8,192, Struct. size (nm)=650×2,269, λmin (nm)=1,3002026.063.4917.73
MLPStructure=Meta atom, Network=MLP, Sims (structs) in training=441, Struct. params=2, Struct. size (nm)=460×460, λmin (nm)=5322026.062.991
GANStructure=Silver antennae, Network=GAN, Sims (structs) in training=10,150, Struct. params=4,096**, Struct. size (nm)=500×500, λmin (nm)=6002026.062.787.81
GANStructure=Metagrating, Network=GAN, Sims (structs) in training=(5,000) + 5, 000 × ntest, Struct. params=32,768, Struct. size (nm)=500×1,220, λmin (nm)=1,0002026.062.443.9
TransformerStructure=Meta atom, Network=Transformer, Sims (structs) in training=60,000,000, Struct. params=6, Struct. size (nm)=300×300, λmin (nm)=4002026.062.255
GANStructure=Periodic atoms, Network=GAN, Sims (structs) in training=(15,640), Struct. params=256, Struct. size (nm)=70,000×70,000, λmin (nm)=100,0002026.061.964,000
VAEStructure=Chiral metamirror, Network=VAE, Sims (structs) in training=20,000, Struct. params=100, Struct. size (nm)=2,000×2,000, λmin (nm)=3,0002026.061.7831.25
MLPStructure=Plasmonic metasurface, Network=MLP, Sims (structs) in training=15,000, Struct. params=8, Struct. size (nm)=∼400×400***, λmin (nm)=6002026.061.78—
VAEStructure=Meta atom, Network=VAE, Sims (structs) in training=24,000, Struct. params=4,096, Struct. size (nm)=640×640, λmin (nm)=1,0002026.061.6432
cGANStructure=Periodic atoms, Network=cGAN, Sims (structs) in training=(1,500), Struct. params=4,096**, Struct. size (nm)=230×230, λmin (nm)=4002026.061.323.59
Tandem MLPStructure=Chiral metamaterial, Network=Tandem MLP, Sims (structs) in training=25,000, Struct. params=5, Struct. size (nm)=∼2,500×2,500×1,000***, λmin (nm)=3,7472026.060.951
MLPStructure=Complex amplitude filter, Network=MLP, Sims (structs) in training=10,000, Struct. params=20, Struct. size (nm)=250, λmin (nm)=5322026.060.942
GANStructure=Meta atom, Network=GAN, Sims (structs) in training=69,000, Struct. params=1,024**, Struct. size (nm)=2,800×2,800, λmin (nm)=6,0002026.060.8743.75
MLPStructure=Metagrating, Network=MLP, Sims (structs) in training=4,000, Struct. params=10, Struct. size (nm)=200×2,000, λmin (nm)=1,5002026.060.7110
MLPStructure=Meta atom, Network=MLP, Sims (structs) in training=4,000, Struct. params=5, Struct. size (nm)=100,000×100,000, λmin (nm)=300,0002026.060.441
CDCGANStructure=Meta atom, Network=CDCGAN, Sims (structs) in training=(5,000), Struct. params=144, Struct. size (nm)=7,200,000×7,200,000, λmin (nm)=30,000,0002026.060.23300,000
GANStructure=Patterned 2D slit array, Network=GAN, Sims (structs) in training=(24,350), Struct. params=800, Struct. size (nm)=40, λmin (nm)=4002026.060.22
Tandem MLPStructure=Meta atom, Network=Tandem MLP, Sims (structs) in training=4,758, Struct. params=2, Struct. size (nm)=360, λmin (nm)=8,0002026.060.0920