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Benchmarks
Image-Based Shape Retrieval on CompCars 50 (test)
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10.9
Top-1 Accuracy (instance)
Point-BERT(L)
0.084
2.892
5.7
8.508
Mar 7, 2026
Top-1 Accuracy (instance)
Top-1 Accuracy (class)
Top-10 Accuracy (instance)
Top-10 Accuracy (class)
mAP@10 (instance)
mAP@10 (class)
Updated 1mo ago
Evaluation Results
Method
Method
Links
Top-1 Accuracy (instance)
Top-1 Accuracy (class)
Top-10 Accuracy (instance)
Top-10 Accuracy (class)
mAP@10 (instance)
mAP@10 (class)
Point-BERT(L)
Framework=OpenShape, P...
2026.03
10.9
-
44.2
-
19.5
-
Point-BERT(S)
Framework=OpenShape, P...
2026.03
10.8
-
47.7
-
20.1
-
SparseConv
Framework=OpenShape, P...
2026.03
7.7
-
29
-
12.7
-
SparseConv
Framework=OpenShape, P...
2026.03
3.8
-
22.6
-
8.1
-
Point-BERT
Framework=ULIP, Pre-tr...
2026.03
1.1
-
10
-
2.9
-
Point-BERT
Framework=ULIP, Pre-tr...
2026.03
0.7
-
10.1
-
2.6
-
Point-BERT
Framework=ULIP2, Pre-t...
2026.03
0.7
-
12.8
-
3.2
-
PointNeXt
Framework=ULIP2, Pre-t...
2026.03
0.5
-
11.3
-
3.1
-
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