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ResearchFormerly WizWand

3D Object Classification on ScanObjectNN OBJ_BG (FULL Protocol)

95.35AccuracyCSCon
72.41878.371584.32590.2785Dec 9, 2025
Updated 8mo ago

Evaluation results

MethodLinks
CSCon#Params (M)=22.1, Learning Paradigm=Self-Supervised Learning, Modality=Single-modal, Evaluation Protocol=FULL Protocol2025.1295.35
Point-FEMAE#Params (M)=27.4, Learning Paradigm=Self-Supervised Learning, Modality=Single-modal, Evaluation Protocol=FULL Protocol2025.1295.18
DAP-MAELearning Paradigm=Self-Supervised Learning, Modality=Single-modal, Evaluation Protocol=FULL Protocol2025.1295.18
ReCon#Params (M)=43.6, Learning Paradigm=Self-Supervised Learning, Modality=Cross-modal / Teacher, Evaluation Protocol=FULL Protocol2025.1295.18
Point-PQAE#Params (M)=22.1, Learning Paradigm=Self-Supervised Learning, Modality=Single-modal, Evaluation Protocol=FULL Protocol2025.1295
PointLAMA#Params (M)=12.8, Learning Paradigm=Self-Supervised Learning, Modality=Single-modal, Evaluation Protocol=FULL Protocol2025.1294.51
I2P-MAE#Params (M)=15.3, Learning Paradigm=Self-Supervised Learning, Modality=Cross-modal / Teacher, Evaluation Protocol=FULL Protocol2025.1294.14
Point-CMAE#Params (M)=22.1, Learning Paradigm=Self-Supervised Learning, Modality=Single-modal, Evaluation Protocol=FULL Protocol2025.1293.46
ACT#Params (M)=22.1, Learning Paradigm=Self-Supervised Learning, Modality=Cross-modal / Teacher, Evaluation Protocol=FULL Protocol2025.1293.29
MVTN#Params (M)=11.2, Learning Paradigm=Supervised Learning, Evaluation Protocol=FULL Protocol2025.1292.6
UniPre3DLearning Paradigm=Self-Supervised Learning, Modality=Cross-modal / Teacher, Evaluation Protocol=FULL Protocol2025.1292.6
PointDif#Params (M)=22.1, Learning Paradigm=Self-Supervised Learning, Modality=Single-modal, Evaluation Protocol=FULL Protocol2025.1291.91
PointGPT#Params (M)=19.5, Learning Paradigm=Self-Supervised Learning, Modality=Single-modal, Evaluation Protocol=FULL Protocol2025.1291.6
Point-M2AE#Params (M)=15.3, Learning Paradigm=Self-Supervised Learning, Modality=Single-modal, Evaluation Protocol=FULL Protocol2025.1291.22
Joint-MAELearning Paradigm=Self-Supervised Learning, Modality=Cross-modal / Teacher, Evaluation Protocol=FULL Protocol2025.1290.94
TAP#Params (M)=22.1, Learning Paradigm=Self-Supervised Learning, Modality=Cross-modal / Teacher, Evaluation Protocol=FULL Protocol2025.1290.36
Point-MAE#Params (M)=22.1, Learning Paradigm=Self-Supervised Learning, Modality=Single-modal, Evaluation Protocol=FULL Protocol2025.1290.02
MaskPointLearning Paradigm=Self-Supervised Learning, Modality=Single-modal, Evaluation Protocol=FULL Protocol2025.1289.3
Point-BERT#Params (M)=22.1, Learning Paradigm=Self-Supervised Learning, Modality=Single-modal, Evaluation Protocol=FULL Protocol2025.1287.43
DGCNN#Params (M)=1.8, Learning Paradigm=Supervised Learning, Evaluation Protocol=FULL Protocol2025.1282.8
PointNet++#Params (M)=1.5, Learning Paradigm=Supervised Learning, Evaluation Protocol=FULL Protocol2025.1282.3
PointContrast#Params (M)=8.6, Learning Paradigm=Self-Supervised Learning, Modality=Single-modal, Evaluation Protocol=FULL Protocol2025.1276.68
PointNet#Params (M)=3.5, Learning Paradigm=Supervised Learning, Evaluation Protocol=FULL Protocol2025.1273.3