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SOTA Open-vocabulary object detection benchmarks and papers with code | Wizwand
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Open-vocabulary object detection
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
LVIS v1 (val)
OWL-ST+FT
AP_r^b
47.2
54
1mo ago
OV-LVIS v1.0 (test)
OV-DQUO
APr
39.5
50
25d ago
OV-COCO
CoT-PL
AP@50 (Novel)
47.8
31
1mo ago
OV-COCO (test)
DeCo-DETR
AP50 (Novel)
47.1
28
13d ago
OV-LVIS
RTGen
AP Novel
30.2
18
1mo ago
OV-COCO (novel)
F-ViT+CLIPSelf
AP@50 (Novel)
44.3
14
1mo ago
COCO OVD (Generalized (17 + 48))
CORA+
Novel AP50
43.1
14
1mo ago
OV-LVIS v1.0 (val)
DeCo-DETR
APr
29.4
13
13d ago
COCO subset
GRPO w. Max.
mAP@0.5
19.47
13
19d ago
LVIS MDETR split (minival)
OWL-ST+FT
AP
55.8
13
1mo ago
COCO (val)
OvarNet
AP50 (All)
67.23
13
1mo ago
ODinW 13 (test)
GLIPv2
AP
55.5
12
1mo ago
OV-COCO-C (test)
Baron
mAP@0.5 (Gauss)
17.8
11
18d ago
OV-COCO (val)
RALF
Novel-class mAP50
41.3
11
18d ago
LVIS (val)
MaMMUT
APr
31
10
1mo ago
LVIS v1
UniDetector
AP (rare, box)
29.3
9
1mo ago
LVIS
CORA+
APr
28.1
7
1mo ago
COCO
Grounding DINO-T
AP (Novel)
42.1
5
13d ago
3FOVD NEU-171K-RP
GroundingDino
mAP
7.6
5
19d ago
3FOVD NEU-171K-C
LaMI-DETR
mAP
9
5
19d ago
COCO OVD (48 base 17 novel)
RegionCLIP + APT(v_i)
mAP (Novel)
36.3
3
1mo ago
VAW (Visual Attributes in the Wild) (test)
LocOv
Novel AP
67
3
1mo ago
COCO 5K-image subset of LVIS 2017 (val)
YOLO11m w/ Gen-n-Val
mAP (Box)
49.8
2
6d ago
COCO OVD
-
mAP (Novel)
-
0
1mo ago
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