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Benchmarks
Single-object discovery on VOC 12
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61.9
Performance
DINOv1
9.692
23.246
36.8
50.354
Jul 6, 2020
Jun 27, 2021
Jun 18, 2022
Jun 9, 2023
May 30, 2024
May 21, 2025
May 12, 2026
Performance
Updated 21d ago
Evaluation Results
Method
Method
Links
Performance
DINOv1
Training=Self-supervis...
2026.05
61.9
DINOv2 + Reg. [17]
Training=Self-supervis...
2026.05
55.4
Wei et al.
Features=VGG19
2020.07
46.3
WWT (ours)
Training=Supervised, P...
2026.05
41.4
Obj-DINOv3 [59]
Training=Self-supervis...
2026.05
36
DINOv2 (reprod. by [17])
Training=Self-supervis...
2026.05
35.3
Obj-DINOv2 [59]
Training=Self-supervis...
2026.05
30.7
DeiT + LaSt [62] (our reprod.)
Training=Supervised, P...
2026.05
29.7
DeiT + Reg. [17]
Training=Supervised, P...
2026.05
27.1
DeiT (reprod. by [17])
Training=Supervised, P...
2026.05
11.7
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