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Models/DINO

DINO

Reported on 21 benchmarks across 9 tasks · 3 papers · 14 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision14 results

Object DetectiononVME & CDSI
mAP50· 2025-05-28
86.5
SOTA
VME: A Satellite Imagery Dataset and Benchmark for Detecting Vehicles in the Middle East and Beyond arXiv:2505.22353
Visual Place RecognitiononNardo-Air R
Recall@1· 2021-04-29
84.51
best: 94.37 (AnyLoc-VLAD-DINO)
SOTA
Emerging Properties in Self-Supervised Vision Transformers arXiv:2104.14294
Visual Place RecognitiononNardo-Air
Recall@1· 2021-04-29
57.75
best: 76.06 (AnyLoc-VLAD-DINOv2)
SOTA
Emerging Properties in Self-Supervised Vision Transformers arXiv:2104.14294
Visual Place RecognitiononMid-Atlantic Ridge
Recall@1· 2021-04-29
27.72
best: 34.65 (AnyLoc-VLAD-DINOv2)
SOTA
Emerging Properties in Self-Supervised Vision Transformers arXiv:2104.14294
Visual Place RecognitiononHawkins
Recall@1· 2021-04-29
46.61
best: 65.25 (AnyLoc-VLAD-DINOv2)
SOTA
Emerging Properties in Self-Supervised Vision Transformers arXiv:2104.14294
Visual Place RecognitiononLaurel Caverns
Recall@1· 2021-04-29
41.07
best: 61.61 (AnyLoc-VLAD-DINOv2)
SOTA
Emerging Properties in Self-Supervised Vision Transformers arXiv:2104.14294
Visual Place RecognitiononGardens Point
Recall@1· 2021-04-29
78.5
best: 95.5 (AnyLoc-VLAD-DINOv2)
SOTA
Emerging Properties in Self-Supervised Vision Transformers arXiv:2104.14294
Visual Place RecognitiononVP-Air
Recall@1· 2021-04-29
24.02
best: 66.74 (AnyLoc-VLAD-DINOv2)
SOTA
Emerging Properties in Self-Supervised Vision Transformers arXiv:2104.14294
Visual Place Recognitionon17 Places
Recall@1· 2021-04-29
61.82
best: 95.3 (SegVLAD-FineT (M))
SOTA
Emerging Properties in Self-Supervised Vision Transformers arXiv:2104.14294
Visual Place RecognitiononOxford RobotCar Dataset
Recall@1· 2021-04-29
15.71
best: 98.95 (AnyLoc-VLAD-DINOv2)
Emerging Properties in Self-Supervised Vision Transformers arXiv:2104.14294
Visual Place RecognitiononSt Lucia
Recall@1· 2021-04-29
45.22
best: 100 (EffoVPR)
Emerging Properties in Self-Supervised Vision Transformers arXiv:2104.14294
Visual Place RecognitiononPittsburgh-30k-test
Recall@1· 2021-04-29
70.13
best: 95.4 (Pair-VPR-p)
Emerging Properties in Self-Supervised Vision Transformers arXiv:2104.14294
Visual Place RecognitiononBaidu Mall
Recall@1· 2021-04-29
48.3
best: 80.4 (SegVLAD-PreT (M))
Emerging Properties in Self-Supervised Vision Transformers arXiv:2104.14294
Image ClassificationonOmniBenchmark
Average Top-1 Accuracy· 2021-04-29
38.9
best: 47.6 (NOAH-ViTB/16)
Emerging Properties in Self-Supervised Vision Transformers arXiv:2104.14294

Methodology7 results

3DonVME & CDSI
mAP50· 2025-05-28
86.5
SOTA
VME: A Satellite Imagery Dataset and Benchmark for Detecting Vehicles in the Middle East and Beyond arXiv:2505.22353
2D ClassificationonVME & CDSI
mAP50· 2025-05-28
86.5
SOTA
VME: A Satellite Imagery Dataset and Benchmark for Detecting Vehicles in the Middle East and Beyond arXiv:2505.22353
2D Object DetectiononVME & CDSI
mAP50· 2025-05-28
86.5
SOTA
VME: A Satellite Imagery Dataset and Benchmark for Detecting Vehicles in the Middle East and Beyond arXiv:2505.22353
16konVME & CDSI
mAP50· 2025-05-28
86.5
SOTA
VME: A Satellite Imagery Dataset and Benchmark for Detecting Vehicles in the Middle East and Beyond arXiv:2505.22353
ClassificationonBrain Tumor MRI Dataset
F1 score· 2022-06-08
0.9909
SOTA
CASS: Cross Architectural Self-Supervision for Medical Image Analysis arXiv:2206.04170
Partial Label LearningonAutoimmune Dataset
F1 score· 2022-06-08
0.8445
best: 0.8717 (CASS)
CASS: Cross Architectural Self-Supervision for Medical Image Analysis arXiv:2206.04170
ClassificationonAutoimmune Dataset
F1 score· 2022-06-08
0.8639
best: 0.891 (Swin Transformer Base (Patch 4 Window 12))
CASS: Cross Architectural Self-Supervision for Medical Image Analysis arXiv:2206.04170