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Object Classification on ScanObjectNN

94.18Accuracy (OBJ_ONLY)

MPL-MAE

Updated 24d ago

Evaluation Results

Method
MPL-MAE 2026.06	94.18	-	95.52	-	-	-	-	90.35
PCP-MAE 2026.06	93.98	-	95.52	-	-	-	-	90.35
Point-FEMAE 2026.06	93.29	-	95.18	-	-	-	-	90.22
Point-MAE† 2026.06	92.42	-	92.94	-	-	-	-	88.58
MPL-MAE 2026.06	92.3	-	92.9	-	-	-	-	86
PointDiff 2024.04	91.9	-	93.2	87.6	-	-	-	-
Point-FEMAE 2026.06	91.7	-	90.5	-	-	-	-	85
PCP-MAE 2026.06	91.2	-	90.7	-	-	-	-	83.6
Point-PQAE 2026.06	91.1	-	90.9	-	-	-	-	83.4
MPL-MAE 2026.06	90.7	-	91.4	-	-	-	-	82.5
Point-PQAE 2026.06	90.6	-	89.6	-	-	-	-	80.9
Point2Vec 2024.04	90.4	-	91.2	87.5	-	-	-	-
Point-JEPA 2024.04	90.1	-	92.9	86.6	-	-	-	-
PointGPT-S 2024.04	90	-	91.6	86.9	-	-	-	-
PCP-MAE 2026.06	89.5	-	89.7	-	-	-	-	81
Point-MAE† 2026.06	89.5	-	87.8	-	-	-	-	82.5
DeltaNet 2021.11	89.3	89.5	89.4	84.7	87	-	85.1	-
Point-FEMAE 2026.06	89.2	-	89.3	-	-	-	-	80.6
Point-M2AE 2026.06	88.81	-	91.22	-	-	-	-	86.43
Point-M2AE 2024.04	88.8	-	91.2	86.4	-	-	-	-
Point-MAE 2024.04	88.3	-	90	85.2	-	-	-	-
Point-MAE 2026.06	88.29	-	90.02	-	-	-	-	85.18
Point-BERT 2026.06	88.12	-	87.43	-	-	-	-	83.07
Point-BERT 2024.04	88.1	-	87.4	83.1	-	-	-	-
MaskPoint 2026.06	88.1	-	89.3	-	-	-	-	84.3
Point-MAE† 2026.06	87.3	-	86.9	-	-	-	-	76.5
GDANet 2021.11	87	88.5	-	-	-	-	-	-
DGCNN 2026.06	86.2	-	82.8	-	-	-	-	78.1
PointCNN 2021.11	86.1	85.5	83.6	78.5	82.5	-	78.5	-
PointNet++ 2026.06	84.3	-	82.3	-	-	-	-	77.9
DGCNN 2021.11	82.8	86.2	83.3	78.1	81.5	-	80	-
PointNet++ 2021.11	82.3	84.3	82.7	77.9	81.4	-	79.1	-
PointNet 2026.06	79.2	-	73.3	-	-	-	-	68
SpiderCNN 2021.11	77.1	79.5	78.1	73.7	77.7	-	73.8	-
PointNet 2021.11	73.3	79.2	73.5	68.2	72.7	-	68.2	-
3DmFV 2021.11	68.2	73.8	67.1	63	67.4	-	63.5	-
SUGAR (single) 2024.04	65.3	-	67.6	49.8	-	-	-	-
SUGAR (multi) 2024.04	64.9	-	66.8	48.3	-	-	-	-
ULIP-2 + RC 2024.10	56.27	-	59.03	46.77	-	-	-	-
OpenShape 2024.04	54	-	59.1	43.6	-	-	-	-
ULIP-2 2024.10	48.53	-	53.8	40.07	-	-	-	-
ULIP + RC 2024.10	46.33	-	40.33	28.43	-	-	-	-
ULIP 2024.10	43.53	-	39.43	26.83	-	-	-	-
P-CLIP2 2024.10	25.63	-	34.3	39.53	-	-	-	-
P-CLIP2 + RC 2024.10	24.5	-	34.2	39.77	-	-	-	-
P-CLIP 2024.10	22.89	-	18.59	15.51	-	-	-	-
Jigsaw 2022.03	-	55.2	-	-	-	-	-	-
Jigsaw 2022.03	-	59.5	-	-	-	-	-	-
OcCo 2022.03	-	69.5	-	-	-	-	-	-
OcCo 2022.03	-	78.3	-	-	-	-	-	-
STRL 2022.03	-	74.2	-	-	-	-	-	-
STRL 2022.03	-	77.9	-	-	-	-	-	-
CrossPoint 2022.03	-	75.6	-	-	-	-	-	-
CrossPoint 2022.03	-	81.7	-	-	-	-	-	-
ModelNet40 2022.05	-	68.9	-	-	-	-	-	-
ModelNet40 2022.05	-	70.1	-	-	-	-	-	-
ModelNet40 2022.05	-	72.5	-	-	-	-	-	-
ScanNet10 2022.05	-	70.7	-	-	-	-	-	-
ScanNet10 2022.05	-	68.5	-	-	-	-	-	-
ScanNet10 2022.05	-	70.2	-	-	-	-	-	-
ShapeNet 2022.05	-	72.2	-	-	-	-	-	-
ShapeNet 2022.05	-	73.2	-	-	-	-	-	-
ShapeNet 2022.05	-	74.5	-	-	-	-	-	-
Primitive3D 2022.05	-	70.8	-	-	-	-	-	-
Primitive3D 2022.05	-	76.7	-	-	-	-	-	-
Primitive3D 2022.05	-	78.5	-	-	-	-	-	-
BGA-PN++ 2021.11	-	-	-	80.2	-	-	-	-
BGA-DGCNN 2021.11	-	-	-	79.9	-	-	-	-
GBNet 2021.11	-	80.5	-	81.5	-	-	-	-
DRNet 2021.11	-	-	-	80.3	-	-	-	-