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Papers Benchmarks Datasets Tasks

3D Object Classification research benchmarks – Page 2 · SOTA2 Research

3D Object Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Objaverse LVIS 10 (test)

50.7Top-1 Acc

19

Feb 26, 2026

ScanObjectNN OBJ_ONLY v1

0.933Overall Accuracy (Highest)

19

Feb 26, 2026

ModelNet40 26 (test)

94.1Overall Accuracy

18

Mar 5, 2026

91.56Accuracy

18

Jun 18, 2026

ModelNet40 8k P v1

94.7Overall Accuracy

18

Feb 26, 2026

65.9Accuracy

17

Feb 26, 2026

84.61Test Accuracy

15

Feb 27, 2026

ModelNet 1k points 40 (test)

94.3Accuracy

15

Feb 26, 2026

ModelNet40 rotated (test)

91.1Accuracy

15

Feb 26, 2026

ScanObjectNN OBJ_ONLY v1.0

92.6Overall Accuracy

14

Feb 26, 2026

ScanObjectNN OBJ_BG v1.0

94.32Overall Accuracy

14

Feb 26, 2026

ModelNet (test)

93.9Accuracy

13

Mar 17, 2026

ModelNet 8k points 40 (test)

0.945Accuracy

11

Feb 26, 2026

0.068Accuracy

11

Feb 26, 2026

16.1Accuracy

11

Feb 26, 2026

Sydney Few-shot learning setup sparse (100 points)

86.25-way 10-shot Accuracy

11

Feb 26, 2026

ModelNet40 Few-shot learning setup dense (1024 points)

65.41Accuracy (5-way, 10-shot)

11

Feb 26, 2026

S-OBJ_BG (test)

86.28Accuracy

10

Jun 18, 2026

ModelNet40 8k P

94.3Accuracy

9

Feb 26, 2026

ModelNet40 S-PB_T50_RS S-OBJ_BG S-OBJ_ONLY Omni3D (target average)

53.62Average Accuracy

8

Jun 18, 2026

Omni3D (target)

22.89Accuracy

8

Jun 18, 2026

S-OBJ_ONLY (target)

58.25Accuracy

8

Jun 18, 2026

S-OBJ_BG (target)

62.01Accuracy

8

Jun 18, 2026

S-PB_T50_RS (target)

48.93Accuracy

8

Jun 18, 2026

ModelNet40 60 (test)

70.5Top-1 Accuracy

8

May 21, 2026

Page 2 of 3

Popular datasets

ModelNet ScanObjectNN Objaverse ScanNet OMNI3D

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