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ResearchFormerly WizWand

Object Classification on ModelNet10 (test)

97.5AccuracyGrid-CNN
17.4238.215979.79Aug 15, 2016Apr 6, 2018Nov 27, 2019Jul 19, 2021Mar 11, 2023Oct 31, 2024Jun 23, 2026
Updated 4mo ago

Evaluation results

MethodLinks
Grid-CNNInput=xyz, #point=1024, voting strategy=false2021.0597.5
VRNEnsemble=true2016.0897.14
CurveNetInput=xyz, #point=1024, voting strategy=true2021.0596.3
CurveNetInput=xyz, #point=1024, voting strategy=false2021.0596.1
PointASNLInput=xyz, #point=1024, voting strategy=false2021.0595.7
SO-NetInput=xyz, nr, #point=5000, voting strategy=false2021.0595.7
A-CNNInput=xyz, nr, #point=1024, voting strategy=false2021.0595.5
LGANSupervised=false2018.1195.3
Latent-GANevaluation_protocol=Linear SVM, pre-training=Unsupervised on ShapeNet2019.0195.3
LGANYear=2018, Pre-trained on ShapeNet=true, Evaluation Protocol=Linear SVM2022.0295.3
ConCluBackbone=DGCNN, Pre-trained on ShapeNet=false, Evaluation Protocol=Linear SVM2022.0295
MAP-VAEYear=2019, Pre-trained on ShapeNet=true, Evaluation Protocol=Linear SVM2022.0294.8
DGCNN + Pre-Trainingevaluation_protocol=Linear SVM, pre-training=Unsupervised on ShapeNet2019.0194.52
Jigsaw3DYear=2019, Backbone=DGCNN, Pre-trained on ShapeNet=true, Evaluation Protocol=Linear SVM2022.0294.5
FNetSupervised=false2018.1194.4
FoldingNetevaluation_protocol=Linear SVM, pre-training=Unsupervised on ShapeNet2019.0194.4
FoldingNetYear=2018, Pre-trained on ShapeNet=true, Evaluation Protocol=Linear SVM2022.0294.4
VIP-GANSupervised=false2018.1194.05
RotationNetSupervised=true2018.1193.84
ORION2016.0893.8
ORIONSupervision=Category labels, Pretraining=None2016.1093.8
ORIONSupervised=true2018.1193.8
VRNSupervised=true2018.1193.8
ContrastNetYear=2019, Pre-trained on ShapeNet=false, Evaluation Protocol=Linear SVM2022.0293.8
VRN2016.0893.61
ConCluBackbone=PointNet, Pre-trained on ShapeNet=false, Evaluation Protocol=Linear SVM2022.0293.3
Voxception2016.0893.28
FusionNets2016.0893.11
VIP-GAN (+SN55)Supervised=false2018.1192.84
Pairwise2016.0892.8
PairwiseSupervised=true2018.1192.8
OcCoYear=2021, Backbone=DGCNN, Pre-trained on ShapeNet=false, Evaluation Protocol=Linear SVM2022.0292.7
Jigsaw3DYear=2019, Backbone=DGCNN, Pre-trained on ShapeNet=false, Evaluation Protocol=Linear SVM2022.0292.6
3DDescriptorNetSupervised=true2018.1192.4
LGANYear=2018, Pre-trained on ShapeNet=false, Evaluation Protocol=Linear SVM2022.0292.2
LGAN(MN40)Supervised=false2018.1192.18
VIP-GAN (SN55)Supervised=false2018.1192.18
VIP-GANevaluation_protocol=Linear SVM, pre-training=Unsupervised on ShapeNet2019.0192.18
Voxnet2016.0892
VoxNetSupervision=Category labels, Pretraining=None2016.1092
VoxNetSupervised=true2018.1192
FoldingNetYear=2018, Pre-trained on ShapeNet=false, Evaluation Protocol=Linear SVM2022.0291.9
FNet(MN40)Supervised=false2018.1191.85
PointNet + Pre-Trainingevaluation_protocol=Linear SVM, pre-training=Unsupervised on ShapeNet2019.0191.61
Jigsaw3DYear=2019, Backbone=PointNet, Pre-trained on ShapeNet=true, Evaluation Protocol=Linear SVM2022.0291.6
GIFTSupervised=true2018.1191.5
OcCoYear=2021, Backbone=PointNet, Pre-trained on ShapeNet=false, Evaluation Protocol=Linear SVM2022.0291.4
Jigsaw3DYear=2019, Backbone=PointNet, Pre-trained on ShapeNet=false, Evaluation Protocol=Linear SVM2022.0291.3
VanillaRequires Retraining=No2026.0691.2
PANORAMASupervised=true2018.1191.12
3D-GANSupervision=Unsupervised, Pretraining=-2016.1091
3DGANSupervised=false2018.1191
3D-GANevaluation_protocol=Linear SVM, pre-training=Unsupervised on ShapeNet2019.0191
Equiv.Requires Retraining=Yes2026.0687.8
Equiv.Requires Retraining=Yes2026.0687.8
ITSbRequires Retraining=No2026.0686.7
DeepPanoSupervision=Category labels, Pretraining=None2016.1085.5
Augm.Requires Retraining=Yes2026.0683.9
3D ShapeNetsSupervision=Category labels, Pretraining=None2016.1083.5
STNRequires Retraining=Yes2026.0682.9
STNRequires Retraining=Yes2026.0682.5
VConv-DAESupervision=Unsupervised, Pretraining=-2016.1080.5
Vconv-DAESupervised=false2018.1180.5
VConv-DAEevaluation_protocol=Linear SVM, pre-training=Unsupervised on ShapeNet2019.0180.5
Augm.Requires Retraining=Yes2026.0680.1
LFDSupervision=Unsupervised, Pretraining=-2016.1079.9
LFDSupervised=false2018.1179.9
SPHSupervision=Unsupervised, Pretraining=-2016.1079.8
LearnedRequires Retraining=Yes2026.0670.1
LearnedRequires Retraining=Yes2026.0668.2
OODCRequires Retraining=No2026.0660.6
OODCRequires Retraining=No2026.0659.6
ITSbRequires Retraining=No2026.0654
TTARequires Retraining=No2026.0647.7
ITSRequires Retraining=No2026.0633.6
ITSaRequires Retraining=No2026.0632.4
TTARequires Retraining=No2026.0628.3
ITSaRequires Retraining=No2026.0627.6
ITSRequires Retraining=No2026.0627.1
VanillaRequires Retraining=No2026.0620.5