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9.22k
16k > Object Detection > Robust Object Detection
Cityscapes
GDD (SD-1.5 Backbone)
https://arxiv.org/abs/2503.02101v1
mPC [AP]
24.1
16k > Object Detection > Robust Object Detection
Cityscapes
PhysAug
https://arxiv.org/abs/2412.11807v1
mPC [AP]
22.6
16k > Object Detection > Robust Object Detection
Cityscapes
FGT (R101, Faster RCNN)
https://arxiv.org/abs/2506.21042v1
mPC [AP]
22.1
16k > Object Detection > Robust Object Detection
Cityscapes
OA-DG
https://arxiv.org/abs/2312.12133v1
mPC [AP]
21.8
16k > Object Detection > Robust Object Detection
Cityscapes
GDD (R101, Faster RCNN)
https://arxiv.org/abs/2503.02101v1
mPC [AP]
21.3
16k > Object Detection > Robust Object Detection
Cityscapes
OA-Mix
https://arxiv.org/abs/2312.12133v1
mPC [AP]
20.8
16k > Object Detection > Robust Object Detection
Cityscapes
AugMix
https://arxiv.org/abs/1912.02781v2
mPC [AP]
18.1
16k > Object Detection > Robust Object Detection
Cityscapes
Stylized Training Data
https://arxiv.org/abs/1907.07484v2
mPC [AP]
17.2
16k > Object Detection > Robust Object Detection
Cityscapes
Photometric distortion
http://arxiv.org/abs/1804.02767v1
mPC [AP]
16.9
16k > Object Detection > Robust Object Detection
Cityscapes
AutoAug-det
https://arxiv.org/abs/1906.11172v1
mPC [AP]
15.8
16k > Object Detection > Robust Object Detection
Cityscapes
Cutout
http://arxiv.org/abs/1708.04896v2
mPC [AP]
15.7
16k > Object Detection > Robust Object Detection
Cityscapes
Baseline
http://arxiv.org/abs/1506.01497v3
mPC [AP]
15.4
16k > Object Detection > Robust Object Detection
Cityscapes test
Faster R-CNN with Stylized Training Data
https://arxiv.org/abs/1907.07484v2
mPC [AP]
17.2
16k > Object Detection > Robust Object Detection
Cityscapes test
Faster R-CNN with Stylized Training Data
https://arxiv.org/abs/1907.07484v2
rPC [%]
47.4
16k > Object Detection > Robust Object Detection
Cityscapes test
Faster R-CNN
https://arxiv.org/abs/1907.07484v2
mPC [AP]
12.2
16k > Object Detection > Robust Object Detection
Cityscapes test
Faster R-CNN
https://arxiv.org/abs/1907.07484v2
rPC [%]
33.4
16k > Object Detection > Robust Object Detection
DWD
GDD (SD-1.5 Backbone)
https://arxiv.org/abs/2503.02101v1
mPC [AP50]
40.5
16k > Object Detection > Robust Object Detection
DWD
GDD (R101, Faster RCNN)
https://arxiv.org/abs/2503.02101v1
mPC [AP50]
38.1
16k > Object Detection > Robust Object Detection
DWD
PhysAug
https://arxiv.org/abs/2412.11807v1
mPC [AP50]
37.5
16k > Object Detection > Robust Object Detection
DWD
VLTDet
https://arxiv.org/abs/2312.02021v4
mPC [AP50]
36.9
16k > Object Detection > Robust Object Detection
DWD
OA-DG
https://arxiv.org/abs/2312.12133v1
mPC [AP50]
31.8
16k > Object Detection > Robust Object Detection
DWD
SRCD
https://arxiv.org/abs/2307.01750v2
mPC [AP50]
29.6
16k > Object Detection > Robust Object Detection
DWD
CDSD
http://openaccess.thecvf.com//content/CVPR2022/html/Wu_Single-Domain_Generalized_Object_Detection_in_Urban_Scene_via_Cyclic-Disentangled_Self-Distillation_CVPR_2022_paper.html
mPC [AP50]
28.7
16k > Object Detection > Robust Object Detection
DWD
SHADE
https://arxiv.org/abs/2204.02548v2
mPC [AP50]
28.4
16k > Object Detection > Robust Object Detection
DWD
ISW
https://arxiv.org/abs/2103.15597v2
mPC [AP50]
26.3
16k > Object Detection > Robust Object Detection
DWD
SW
https://arxiv.org/abs/1904.09739v4
mPC [AP50]
26.1
16k > Object Detection > Robust Object Detection
DWD
IBN-Net
https://arxiv.org/abs/1807.09441v3
mPC [AP50]
25.5
16k > Object Detection > Robust Object Detection
DWD
IterNorm
http://arxiv.org/abs/1904.03441v1
mPC [AP50]
23.4
16k > Object Detection > Robust Object Detection
COCO (Common Objects in Context)
Faster R-CNN with Stylized Training Data
https://arxiv.org/abs/1907.07484v2
mPC [AP]
20.4
16k > Object Detection > Robust Object Detection
COCO (Common Objects in Context)
Faster R-CNN with Stylized Training Data
https://arxiv.org/abs/1907.07484v2
rPC [%]
58.9
16k > Object Detection > Robust Object Detection
COCO (Common Objects in Context)
Faster R-CNN
https://arxiv.org/abs/1907.07484v2
mPC [AP]
18.2
16k > Object Detection > Robust Object Detection
COCO (Common Objects in Context)
Faster R-CNN
https://arxiv.org/abs/1907.07484v2
rPC [%]
50.2
16k > Object Detection > Zero-Shot Object Detection
LVIS v1.0 minival
CP-DETR-Pro(without LVIS data)
https://arxiv.org/abs/2412.09799v1
AP
58.2
16k > Object Detection > Zero-Shot Object Detection
LVIS v1.0 minival
Grounding DINO 1.6 Pro (without LVIS data)
https://arxiv.org/abs/2405.10300v2
AP
57.7
16k > Object Detection > Zero-Shot Object Detection
LVIS v1.0 minival
Grounding DINO 1.5 Pro (without LVIS data)
https://arxiv.org/abs/2405.10300v2
AP
55.7
16k > Object Detection > Zero-Shot Object Detection
LVIS v1.0 minival
OWLv2 (OWL-ST+FT)
https://arxiv.org/abs/2306.09683v3
AP
51.3
16k > Object Detection > Zero-Shot Object Detection
LVIS v1.0 minival
MQ-GLIP-L
https://arxiv.org/abs/2305.18980v2
AP
43.4
16k > Object Detection > Zero-Shot Object Detection
LVIS v1.0 minival
OV-DINO-T (without LVIS data, swin tiny)
https://arxiv.org/abs/2407.07844v2
AP
40.1
16k > Object Detection > Zero-Shot Object Detection
LVIS v1.0 minival
GLIP-L
https://arxiv.org/abs/2112.03857v2
AP
37.3
16k > Object Detection > Zero-Shot Object Detection
LVIS v1.0 minival
YOLO-World-L
https://arxiv.org/abs/2401.17270v3
AP
35.4
16k > Object Detection > Zero-Shot Object Detection
LVIS v1.0 minival
GroundingDINO-L
https://arxiv.org/abs/2303.05499v5
AP
33.9
16k > Object Detection > Zero-Shot Object Detection
LVIS v1.0 minival
MQ-GLIP-T
https://arxiv.org/abs/2305.18980v2
AP
30.4
16k > Object Detection > Zero-Shot Object Detection
LVIS v1.0 minival
MQ-GroundingDINO-T
https://arxiv.org/abs/2305.18980v2
AP
30.2
16k > Object Detection > Zero-Shot Object Detection
MSCOCO
Grounding DINO 1.6 Pro (without COCO data)
https://arxiv.org/abs/2405.10300v2
AP
55.4
16k > Object Detection > Zero-Shot Object Detection
MSCOCO
CP-DETR-Pro((without COCO data))
https://arxiv.org/abs/2412.09799v1
AP
55.4
16k > Object Detection > Zero-Shot Object Detection
MSCOCO
Grounding DINO 1.5 Pro (without COCO data)
https://arxiv.org/abs/2405.10300v2
AP
54.3
16k > Object Detection > Zero-Shot Object Detection
MSCOCO
Grounding DINO-L (without COCO data)
https://arxiv.org/abs/2303.05499v5
AP
52.5
16k > Object Detection > Zero-Shot Object Detection
MSCOCO
OV-DINO-T (without COCO data)
https://arxiv.org/abs/2407.07844v2
AP
50.6
16k > Object Detection > Zero-Shot Object Detection
MSCOCO
YOLO-World-L(without COCO data)
https://arxiv.org/abs/2401.17270v3
AP
45.1
16k > Object Detection > Zero-Shot Object Detection
MSCOCO
Object-Centric-OVD
https://arxiv.org/abs/2207.03482v3
AP
40.5
16k > Object Detection > Zero-Shot Object Detection
LVIS v1.0 val
CP-DETR-Pro(without LVIS data)
https://arxiv.org/abs/2412.09799v1
AP
51.6
16k > Object Detection > Zero-Shot Object Detection
LVIS v1.0 val
Grounding DINO 1.6 Pro (without LVIS data)
https://arxiv.org/abs/2405.10300v2
AP
51.1
16k > Object Detection > Zero-Shot Object Detection
LVIS v1.0 val
Grounding DINO 1.5 Pro (without LVIS data)
https://arxiv.org/abs/2405.10300v2
AP
47.7
16k > Object Detection > Zero-Shot Object Detection
LVIS v1.0 val
OWLv2 (OWL-ST+FT)
https://arxiv.org/abs/2306.09683v3
AP
47.0
16k > Object Detection > Zero-Shot Object Detection
LVIS v1.0 val
MQ-GLIP-L
https://arxiv.org/abs/2305.18980v2
AP
34.7
16k > Object Detection > Zero-Shot Object Detection
LVIS v1.0 val
OV-DINO-T (without LVIS data, swin tiny)
https://arxiv.org/abs/2407.07844v2
AP
32.9
16k > Object Detection > Zero-Shot Object Detection
LVIS v1.0 val
GLIP-L
https://arxiv.org/abs/2112.03857v2
AP
26.9
16k > Object Detection > Zero-Shot Object Detection
LVIS v1.0 val
MQ-GLIP-T
https://arxiv.org/abs/2305.18980v2
AP
22.6
16k > Object Detection > Zero-Shot Object Detection
LVIS v1.0 val
MQ-GroundingDINO-T
https://arxiv.org/abs/2305.18980v2
AP
22.1
16k > Object Detection > Zero-Shot Object Detection
ImageNet Detection
SUZOD
https://arxiv.org/abs/2010.09425v1
mAP
24.3
16k > Object Detection > Zero-Shot Object Detection
ODinW
CP-DETR-L Swin-L
https://arxiv.org/abs/2412.09799v1
Average Score
32.2
16k > Object Detection > Zero-Shot Object Detection
ODinW
Grounding DINO 1.5 Pro
https://arxiv.org/abs/2405.10300v2
Average Score
30.2
16k > Object Detection > Zero-Shot Object Detection
ODinW
Grounding DINO
https://arxiv.org/abs/2303.05499v5
Average Score
26.1
16k > Object Detection > Zero-Shot Object Detection
ODinW
MQ-GLIP-L
https://arxiv.org/abs/2305.18980v2
Average Score
23.9
16k > Object Detection > Zero-Shot Object Detection
ODinW
GLIP (Tiny A)
https://arxiv.org/abs/2204.08790v6
Average Score
11.4
16k > Object Detection > Zero-Shot Object Detection
MS-COCO
UniFa
https://www.sciencedirect.com/science/article/abs/pii/S0167865525000194
mAP
26.00
16k > Object Detection > Zero-Shot Object Detection
MS-COCO
UniFa
https://www.sciencedirect.com/science/article/abs/pii/S0167865525000194
Recall
69.10
16k > Object Detection > Zero-Shot Object Detection
MS-COCO
SeeDS
https://arxiv.org/abs/2310.04689v1
mAP
20.6
16k > Object Detection > Zero-Shot Object Detection
MS-COCO
SeeDS
https://arxiv.org/abs/2310.04689v1
Recall
64
16k > Object Detection > Zero-Shot Object Detection
MS-COCO
ZSD-SCR
https://arxiv.org/abs/2212.06097v1
mAP
20.10
16k > Object Detection > Zero-Shot Object Detection
MS-COCO
ZSD-SCR
https://arxiv.org/abs/2212.06097v1
Recall
65.10
16k > Object Detection > Zero-Shot Object Detection
MS-COCO
ZSD-RRFS
https://arxiv.org/abs/2201.00103v1
mAP
19.8
16k > Object Detection > Zero-Shot Object Detection
MS-COCO
ZSD-RRFS
https://arxiv.org/abs/2201.00103v1
Recall
62.3
16k > Object Detection > Zero-Shot Object Detection
MS-COCO
ContrastZSD
https://arxiv.org/abs/2109.06062v2
mAP
18.60
16k > Object Detection > Zero-Shot Object Detection
MS-COCO
ContrastZSD
https://arxiv.org/abs/2109.06062v2
Recall
59.50
16k > Object Detection > Zero-Shot Object Detection
MS-COCO
SUZOD
https://arxiv.org/abs/2010.09425v1
mAP
17.30
16k > Object Detection > Zero-Shot Object Detection
MS-COCO
SUZOD
https://arxiv.org/abs/2010.09425v1
Recall
61.40
16k > Object Detection > Zero-Shot Object Detection
MS-COCO
GRAN
https://ieeexplore.ieee.org/document/9706663
mAP
14.90
16k > Object Detection > Zero-Shot Object Detection
MS-COCO
GRAN
https://ieeexplore.ieee.org/document/9706663
Recall
62.70
16k > Object Detection > Zero-Shot Object Detection
MS-COCO
BLC
https://arxiv.org/abs/2010.04502v1
mAP
14.70
16k > Object Detection > Zero-Shot Object Detection
MS-COCO
BLC
https://arxiv.org/abs/2010.04502v1
Recall
54.68
16k > Object Detection > Zero-Shot Object Detection
MS-COCO
ZSD-Polarity Loss
https://arxiv.org/abs/1811.08982v3
mAP
12.62
16k > Object Detection > Zero-Shot Object Detection
MS-COCO
ZSD-Polarity Loss
https://arxiv.org/abs/1811.08982v3
Recall
43.56
16k > Object Detection > Zero-Shot Object Detection
PASCAL VOC'07
SeeDS
https://arxiv.org/abs/2310.04689v1
mAP
68.9
16k > Object Detection > Zero-Shot Object Detection
PASCAL VOC'07
RRFS-ZSD
https://arxiv.org/abs/2201.00103v1
mAP
65.50
16k > Object Detection > Zero-Shot Object Detection
PASCAL VOC'07
SUZOD
https://arxiv.org/abs/2010.09425v1
mAP
64.9
16k > Object Detection > Zero-Shot Object Detection
PASCAL VOC'07
ZSD-SCR
https://arxiv.org/abs/2212.06097v1
mAP
62.70
16k > Object Detection > Zero-Shot Object Detection
PASCAL VOC'07
PL
https://arxiv.org/abs/1811.08982v3
mAP
62.10
16k > Object Detection > Zero-Shot Object Detection
PASCAL VOC'07
BLC
https://arxiv.org/abs/2010.04502v1
mAP
55.20
16k > Object Detection > Zero-Shot Object Detection
PASCAL VOC'07
HRE
http://arxiv.org/abs/1805.06157v2
mAP
54.20
16k > Object Detection > Camouflaged Object Segmentation
MoCA-Mask
ZS-VCOS
https://www.researchgate.net/publication/390322532_ZS-VCOS_Zero-Shot_Outperforms_Supervised_Video_Camouflaged_Object_Segmentation_with_Zero-Shot_Method
S-measure
0.776
16k > Object Detection > Camouflaged Object Segmentation
MoCA-Mask
ZS-VCOS
https://www.researchgate.net/publication/390322532_ZS-VCOS_Zero-Shot_Outperforms_Supervised_Video_Camouflaged_Object_Segmentation_with_Zero-Shot_Method
weighted F-measure
0.628
16k > Object Detection > Camouflaged Object Segmentation
MoCA-Mask
ZS-VCOS
https://www.researchgate.net/publication/390322532_ZS-VCOS_Zero-Shot_Outperforms_Supervised_Video_Camouflaged_Object_Segmentation_with_Zero-Shot_Method
MAE
0.008
16k > Object Detection > Camouflaged Object Segmentation
MoCA-Mask
ZS-VCOS
https://www.researchgate.net/publication/390322532_ZS-VCOS_Zero-Shot_Outperforms_Supervised_Video_Camouflaged_Object_Segmentation_with_Zero-Shot_Method
mDice
0.648
16k > Object Detection > Camouflaged Object Segmentation
MoCA-Mask
ZS-VCOS
https://www.researchgate.net/publication/390322532_ZS-VCOS_Zero-Shot_Outperforms_Supervised_Video_Camouflaged_Object_Segmentation_with_Zero-Shot_Method
mIoU
0.550
16k > Object Detection > Camouflaged Object Segmentation
MoCA-Mask
CamoSAM2
https://arxiv.org/abs/2504.00375v1
S-measure
0.765
16k > Object Detection > Camouflaged Object Segmentation
MoCA-Mask
CamoSAM2
https://arxiv.org/abs/2504.00375v1
weighted F-measure
0.607
16k > Object Detection > Camouflaged Object Segmentation
MoCA-Mask
CamoSAM2
https://arxiv.org/abs/2504.00375v1
MAE
0.007
16k > Object Detection > Camouflaged Object Segmentation
MoCA-Mask
CamoSAM2
https://arxiv.org/abs/2504.00375v1
mDice
0.62
16k > Object Detection > Camouflaged Object Segmentation
MoCA-Mask
CamoSAM2
https://arxiv.org/abs/2504.00375v1
mIoU
0.542