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Models/UNINEXT-large

UNINEXT-large

Reported on 15 benchmarks across 5 tasks · 1 paper

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

Methodology12 results

3DonDescription Detection Dataset
Intra-scenario ABS mAP· 2023-03-12
15.9
best: 26 (MM-Grounding-DINO)
Universal Instance Perception as Object Discovery and Retrieval arXiv:2303.06674
3DonDescription Detection Dataset
Intra-scenario FULL mAP· 2023-03-12
17.9
best: 22.9 (MM-Grounding-DINO)
Universal Instance Perception as Object Discovery and Retrieval arXiv:2303.06674
3DonDescription Detection Dataset
Intra-scenario PRES mAP· 2023-03-12
18.6
best: 23.7 (OFA-DOD-base)
Universal Instance Perception as Object Discovery and Retrieval arXiv:2303.06674
2D ClassificationonDescription Detection Dataset
Intra-scenario ABS mAP· 2023-03-12
15.9
best: 26 (MM-Grounding-DINO)
Universal Instance Perception as Object Discovery and Retrieval arXiv:2303.06674
2D ClassificationonDescription Detection Dataset
Intra-scenario FULL mAP· 2023-03-12
17.9
best: 22.9 (MM-Grounding-DINO)
Universal Instance Perception as Object Discovery and Retrieval arXiv:2303.06674
2D ClassificationonDescription Detection Dataset
Intra-scenario PRES mAP· 2023-03-12
18.6
best: 23.7 (OFA-DOD-base)
Universal Instance Perception as Object Discovery and Retrieval arXiv:2303.06674
2D Object DetectiononDescription Detection Dataset
Intra-scenario ABS mAP· 2023-03-12
15.9
best: 26 (MM-Grounding-DINO)
Universal Instance Perception as Object Discovery and Retrieval arXiv:2303.06674
2D Object DetectiononDescription Detection Dataset
Intra-scenario FULL mAP· 2023-03-12
17.9
best: 22.9 (MM-Grounding-DINO)
Universal Instance Perception as Object Discovery and Retrieval arXiv:2303.06674
2D Object DetectiononDescription Detection Dataset
Intra-scenario PRES mAP· 2023-03-12
18.6
best: 23.7 (OFA-DOD-base)
Universal Instance Perception as Object Discovery and Retrieval arXiv:2303.06674
16konDescription Detection Dataset
Intra-scenario ABS mAP· 2023-03-12
15.9
best: 26 (MM-Grounding-DINO)
Universal Instance Perception as Object Discovery and Retrieval arXiv:2303.06674
16konDescription Detection Dataset
Intra-scenario FULL mAP· 2023-03-12
17.9
best: 22.9 (MM-Grounding-DINO)
Universal Instance Perception as Object Discovery and Retrieval arXiv:2303.06674
16konDescription Detection Dataset
Intra-scenario PRES mAP· 2023-03-12
18.6
best: 23.7 (OFA-DOD-base)
Universal Instance Perception as Object Discovery and Retrieval arXiv:2303.06674

Computer Vision3 results

Object DetectiononDescription Detection Dataset
Intra-scenario ABS mAP· 2023-03-12
15.9
best: 26 (MM-Grounding-DINO)
Universal Instance Perception as Object Discovery and Retrieval arXiv:2303.06674
Object DetectiononDescription Detection Dataset
Intra-scenario FULL mAP· 2023-03-12
17.9
best: 22.9 (MM-Grounding-DINO)
Universal Instance Perception as Object Discovery and Retrieval arXiv:2303.06674
Object DetectiononDescription Detection Dataset
Intra-scenario PRES mAP· 2023-03-12
18.6
best: 23.7 (OFA-DOD-base)
Universal Instance Perception as Object Discovery and Retrieval arXiv:2303.06674