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Benchmarks
Image-Based Shape Retrieval on StanfordCars 21 (test)
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11.4
Top-1 Instance Accuracy
Point-BERT(L)
0.48
3.315
6.15
8.985
Mar 7, 2026
Top-1 Instance Accuracy
Top-1 Class Accuracy
Top-10 Instance Accuracy
Top-10 Class Accuracy
mAP@10 Instance
mAP@10 Class
Updated 1mo ago
Evaluation Results
Method
Method
Links
Top-1 Instance Accuracy
Top-1 Class Accuracy
Top-10 Instance Accuracy
Top-10 Class Accuracy
mAP@10 Instance
mAP@10 Class
Point-BERT(L)
Framework=OpenShape, P...
2026.03
11.4
-
49.1
-
21.8
-
Point-BERT(S)
Framework=OpenShape, P...
2026.03
11.2
-
49.9
-
21.9
-
SparseConv
Framework=OpenShape, P...
2026.03
5.6
-
33.1
-
12.2
-
SparseConv
Framework=OpenShape, P...
2026.03
4
-
22.1
-
8.4
-
Point-BERT
Framework=ULIP, Pre-tr...
2026.03
1.8
-
8.6
-
3.3
-
Point-BERT
Framework=ULIP, Pre-tr...
2026.03
1.7
-
8
-
3
-
Point-BERT
Framework=ULIP2, Pre-t...
2026.03
1.7
-
8.4
-
3.4
-
PointNeXt
Framework=ULIP2, Pre-t...
2026.03
0.9
-
12.1
-
3.2
-
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