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9.22k
16k > Object Detection > Few-Shot Object Detection > Cross-Domain Few-Shot Object Detection
UODD
CD-ViTO
https://arxiv.org/abs/2402.03094v4
mAP
7.0
16k > Object Detection > Few-Shot Object Detection > Cross-Domain Few-Shot Object Detection
UODD
DE-ViT-FT
https://arxiv.org/abs/2309.12969v4
mAP
5.4
16k > Object Detection > Few-Shot Object Detection > Cross-Domain Few-Shot Object Detection
UODD
DE-ViT(w/o FT)
https://arxiv.org/abs/2309.12969v4
mAP
3.1
16k > Object Detection > Few-Shot Object Detection > Cross-Domain Few-Shot Object Detection
UODD
Detic(w/o FT)
https://arxiv.org/abs/2201.02605v3
mAP
0.0
16k > Object Detection > Open Vocabulary Object Detection
Objects365
Object-Centric-OVD
https://arxiv.org/abs/2207.03482v3
mask AP50
22.3
16k > Object Detection > Open Vocabulary Object Detection
Objects365
ViLD
https://arxiv.org/abs/2104.13921v3
mask AP50
18.2
16k > Object Detection > Open Vocabulary Object Detection
LVIS v1.0
LaMI-DETR
https://arxiv.org/abs/2407.11335v2
AP novel-LVIS base training
43.4
16k > Object Detection > Open Vocabulary Object Detection
LVIS v1.0
DITO
https://arxiv.org/abs/2310.00161v2
AP novel-LVIS base training
40.4
16k > Object Detection > Open Vocabulary Object Detection
LVIS v1.0
DITO
https://arxiv.org/abs/2310.00161v2
AP novel-Unrestricted open-vocabulary training
45.8
16k > Object Detection > Open Vocabulary Object Detection
LVIS v1.0
OV-DQUO(ViT-L/14)
https://arxiv.org/abs/2405.17913v2
AP novel-LVIS base training
39.3
16k > Object Detection > Open Vocabulary Object Detection
LVIS v1.0
CoDet (EVA02-L)
https://arxiv.org/abs/2310.16667v1
AP novel-LVIS base training
37.0
16k > Object Detection > Open Vocabulary Object Detection
LVIS v1.0
CLIPSelf
https://arxiv.org/abs/2310.01403v2
AP novel-LVIS base training
34.9
16k > Object Detection > Open Vocabulary Object Detection
LVIS v1.0
OVMR
https://arxiv.org/abs/2406.04675v1
AP novel-LVIS base training
34.4
16k > Object Detection > Open Vocabulary Object Detection
LVIS v1.0
DE-ViT
https://arxiv.org/abs/2309.12969v4
AP novel-LVIS base training
34.3
16k > Object Detection > Open Vocabulary Object Detection
LVIS v1.0
CFM-ViT
https://arxiv.org/abs/2309.00775v1
AP novel-LVIS base training
33.9
16k > Object Detection > Open Vocabulary Object Detection
LVIS v1.0
CLIM (RN50x64)
https://arxiv.org/abs/2312.11376v2
AP novel-LVIS base training
32.3
16k > Object Detection > Open Vocabulary Object Detection
LVIS v1.0
RO-ViT
https://arxiv.org/abs/2305.07011v4
AP novel-LVIS base training
32.1
16k > Object Detection > Open Vocabulary Object Detection
LVIS v1.0
Prova (Swin-Base)
https://arxiv.org/abs/2412.17800v1
AP novel-LVIS base training
31.5
16k > Object Detection > Open Vocabulary Object Detection
LVIS v1.0
RTGen
https://arxiv.org/abs/2405.19854v1
AP novel-LVIS base training
30.2
16k > Object Detection > Open Vocabulary Object Detection
LVIS v1.0
OV-DQUO(ViT-B/16)
https://arxiv.org/abs/2405.17913v2
AP novel-LVIS base training
29.7
16k > Object Detection > Open Vocabulary Object Detection
LVIS v1.0
ViLD-ensemble w/ ALIGN (Eb7-FPN)
https://arxiv.org/abs/2104.13921v3
AP novel-LVIS base training
26.3
16k > Object Detection > Open Vocabulary Object Detection
LVIS v1.0
ViLD-ensemble w/ ALIGN (Eb7-FPN)
https://arxiv.org/abs/2104.13921v3
AP novel-Unrestricted open-vocabulary training
27.0
16k > Object Detection > Open Vocabulary Object Detection
LVIS v1.0
OWL-ViT (CLIP-L/14)
https://arxiv.org/abs/2205.06230v2
AP novel-LVIS base training
25.6
16k > Object Detection > Open Vocabulary Object Detection
LVIS v1.0
OWL-ViT (CLIP-L/14)
https://arxiv.org/abs/2205.06230v2
AP novel-Unrestricted open-vocabulary training
31.2
16k > Object Detection > Open Vocabulary Object Detection
LVIS v1.0
POMP
https://arxiv.org/abs/2304.04704v2
AP novel-LVIS base training
25.2
16k > Object Detection > Open Vocabulary Object Detection
LVIS v1.0
BARON
https://arxiv.org/abs/2302.13996v1
AP novel-LVIS base training
22.6
16k > Object Detection > Open Vocabulary Object Detection
LVIS v1.0
MEDet
https://arxiv.org/abs/2206.11134v4
AP novel-LVIS base training
22.4
16k > Object Detection > Open Vocabulary Object Detection
LVIS v1.0
Region-CLIP (RN50x4-C4)
https://arxiv.org/abs/2112.09106v1
AP novel-LVIS base training
22.0
16k > Object Detection > Open Vocabulary Object Detection
LVIS v1.0
RALF
https://arxiv.org/abs/2404.05687v1
AP novel-LVIS base training
21.9
16k > Object Detection > Open Vocabulary Object Detection
LVIS v1.0
OADP
https://arxiv.org/abs/2303.05892v1
AP novel-LVIS base training
21.7
16k > Object Detection > Open Vocabulary Object Detection
LVIS v1.0
X-Paste
https://arxiv.org/abs/2212.03863v2
AP novel-LVIS base training
21.4
16k > Object Detection > Open Vocabulary Object Detection
LVIS v1.0
X-Paste
https://arxiv.org/abs/2212.03863v2
AP novel-Unrestricted open-vocabulary training
22.8
16k > Object Detection > Open Vocabulary Object Detection
LVIS v1.0
Object-Centric-OVD
https://arxiv.org/abs/2207.03482v3
AP novel-LVIS base training
21.1
16k > Object Detection > Open Vocabulary Object Detection
LVIS v1.0
ViLD-ensemble (R152-FPN)
https://arxiv.org/abs/2104.13921v3
AP novel-LVIS base training
18.7
16k > Object Detection > Open Vocabulary Object Detection
LVIS v1.0
ViLD-ensemble (R152-FPN)
https://arxiv.org/abs/2104.13921v3
AP novel-Unrestricted open-vocabulary training
19.8
16k > Object Detection > Open Vocabulary Object Detection
LVIS v1.0
Detic
https://arxiv.org/abs/2201.02605v3
AP novel-LVIS base training
17.8
16k > Object Detection > Open Vocabulary Object Detection
LVIS v1.0
Region-CLIP (RN50-C4)
https://arxiv.org/abs/2112.09106v1
AP novel-LVIS base training
17.1
16k > Object Detection > Open Vocabulary Object Detection
LVIS v1.0
ViLD-ensemble (R50-FPN)
https://arxiv.org/abs/2104.13921v3
AP novel-LVIS base training
16.6
16k > Object Detection > Open Vocabulary Object Detection
LVIS v1.0
ViLD-ensemble (R50-FPN)
https://arxiv.org/abs/2104.13921v3
AP novel-Unrestricted open-vocabulary training
16.7
16k > Object Detection > Open Vocabulary Object Detection
LVIS v1.0
ViLD (R50-FPN)
https://arxiv.org/abs/2104.13921v3
AP novel-LVIS base training
16.1
16k > Object Detection > Open Vocabulary Object Detection
LVIS v1.0
ViLD (R50-FPN)
https://arxiv.org/abs/2104.13921v3
AP novel-Unrestricted open-vocabulary training
16.3
16k > Object Detection > Open Vocabulary Object Detection
MSCOCO
Cooperative Foundational Models
https://arxiv.org/abs/2311.12068v4
AP 0.5
50.3
16k > Object Detection > Open Vocabulary Object Detection
MSCOCO
DE-ViT
https://arxiv.org/abs/2309.12969v4
AP 0.5
50
16k > Object Detection > Open Vocabulary Object Detection
MSCOCO
Yolov8-nano
https://arxiv.org/abs/2311.00073v1
AP 0.5
47.2
16k > Object Detection > Open Vocabulary Object Detection
MSCOCO
DITO
https://arxiv.org/abs/2310.00161v2
AP 0.5
46.1
16k > Object Detection > Open Vocabulary Object Detection
MSCOCO
OV-DQUO(RN50x4)
https://arxiv.org/abs/2405.17913v2
AP 0.5
45.6
16k > Object Detection > Open Vocabulary Object Detection
MSCOCO
LP-OVOD (OWL-ViT Proposals)
https://arxiv.org/abs/2310.17109v2
AP 0.5
44.9
16k > Object Detection > Open Vocabulary Object Detection
MSCOCO
CLIPSelf
https://arxiv.org/abs/2310.01403v2
AP 0.5
44.3
16k > Object Detection > Open Vocabulary Object Detection
MSCOCO
CORA+
https://arxiv.org/abs/2303.13076v1
AP 0.5
43.1
16k > Object Detection > Open Vocabulary Object Detection
MSCOCO
BARON
https://arxiv.org/abs/2302.13996v1
AP 0.5
42.7
16k > Object Detection > Open Vocabulary Object Detection
MSCOCO
SIA-OVD (RN50x4)
https://arxiv.org/abs/2410.05650v1
AP 0.5
41.9
16k > Object Detection > Open Vocabulary Object Detection
MSCOCO
CORA
https://arxiv.org/abs/2303.13076v1
AP 0.5
41.7
16k > Object Detection > Open Vocabulary Object Detection
MSCOCO
RALF
https://arxiv.org/abs/2404.05687v1
AP 0.5
41.3
16k > Object Detection > Open Vocabulary Object Detection
MSCOCO
LP-OVOD
https://arxiv.org/abs/2310.17109v2
AP 0.5
40.5
16k > Object Detection > Open Vocabulary Object Detection
MSCOCO
Region-CLIP (RN50x4-C4)
https://arxiv.org/abs/2112.09106v1
AP 0.5
39.3
16k > Object Detection > Open Vocabulary Object Detection
MSCOCO
OV-DQUO(R50)
https://arxiv.org/abs/2405.17913v2
AP 0.5
39.2
16k > Object Detection > Open Vocabulary Object Detection
MSCOCO
Object-Centric-OVD
https://arxiv.org/abs/2207.03482v3
AP 0.5
36.9
16k > Object Detection > Open Vocabulary Object Detection
MSCOCO
CLIM (RN50)
https://arxiv.org/abs/2312.11376v2
AP 0.5
36.9
16k > Object Detection > Open Vocabulary Object Detection
MSCOCO
OADP (G-OVD)
https://arxiv.org/abs/2303.05892v1
AP 0.5
35.6
16k > Object Detection > Open Vocabulary Object Detection
MSCOCO
SIA-OVD (RN50)
https://arxiv.org/abs/2410.05650v1
AP 0.5
35.5
16k > Object Detection > Open Vocabulary Object Detection
MSCOCO
VL-PLM (RN50)
https://arxiv.org/abs/2207.08954v1
AP 0.5
34.4
16k > Object Detection > Open Vocabulary Object Detection
MSCOCO
CFM-ViT
https://arxiv.org/abs/2309.00775v1
AP 0.5
34.1
16k > Object Detection > Open Vocabulary Object Detection
MSCOCO
MEDet (RN50)
https://arxiv.org/abs/2206.11134v4
AP 0.5
32.6
16k > Object Detection > Open Vocabulary Object Detection
MSCOCO
Region-CLIP (RN50-C4)
https://arxiv.org/abs/2112.09106v1
AP 0.5
31.4
16k > Object Detection > Open Vocabulary Object Detection
MSCOCO
OVAD-Baseline
https://arxiv.org/abs/2211.12914v2
AP 0.5
30.0
16k > Object Detection > Open Vocabulary Object Detection
MSCOCO
OADP
https://arxiv.org/abs/2303.05892v1
AP 0.5
30.0
16k > Object Detection > Open Vocabulary Object Detection
MSCOCO
OV-DERT
https://arxiv.org/abs/2203.11876v2
AP 0.5
29.4
16k > Object Detection > Open Vocabulary Object Detection
MSCOCO
LocOv (RN50-C4)
https://arxiv.org/abs/2205.06160v2
AP 0.5
28.6
16k > Object Detection > Open Vocabulary Object Detection
MSCOCO
Detic
https://arxiv.org/abs/2201.02605v3
AP 0.5
27.8
16k > Object Detection > Open Vocabulary Object Detection
MSCOCO
ViLD
https://arxiv.org/abs/2104.13921v3
AP 0.5
27.6
16k > Object Detection > Open Vocabulary Object Detection
MSCOCO
OVR-CNN
https://arxiv.org/abs/2011.10678v2
AP 0.5
22.8
16k > Object Detection > Open Vocabulary Object Detection
MSCOCO
HierKD
https://arxiv.org/abs/2203.10593v1
AP 0.5
20.3
16k > Object Detection > Open Vocabulary Object Detection
MSCOCO
Yolov8
https://arxiv.org/abs/2402.09329v5
AP 0.5
0.5
16k > Object Detection > Open Vocabulary Object Detection
OpenImages-v4
Object-Centric-OVD
https://arxiv.org/abs/2207.03482v3
mask AP50
42.9
16k > Object Detection > Open Vocabulary Object Detection
OpenImages-v4
Detic
https://arxiv.org/abs/2201.02605v3
AP 0.5
42.2
16k > Object Detection > Open Vocabulary Object Detection
OpenImages-v4
Detic
https://arxiv.org/abs/2201.02605v3
mask AP50
42.2
16k > Object Detection > Open Vocabulary Object Detection > Open Vocabulary Attribute Detection
OVAD-Box benchmark
X-VLM
https://arxiv.org/abs/2111.08276v3
mean average precision
28.0
16k > Object Detection > Open Vocabulary Object Detection > Open Vocabulary Attribute Detection
OVAD-Box benchmark
BLIP 2 (pretrained)
https://arxiv.org/abs/2301.12597v3
mean average precision
25.5
16k > Object Detection > Open Vocabulary Object Detection > Open Vocabulary Attribute Detection
OVAD-Box benchmark
BLIP
https://arxiv.org/abs/2201.12086v2
mean average precision
24.3
16k > Object Detection > Open Vocabulary Object Detection > Open Vocabulary Attribute Detection
OVAD-Box benchmark
OVAD-Baseline-Box
https://arxiv.org/abs/2211.12914v2
mean average precision
21.4
16k > Object Detection > Open Vocabulary Object Detection > Open Vocabulary Attribute Detection
OVAD-Box benchmark
ALBEF
https://arxiv.org/abs/2107.07651v2
mean average precision
21.0
16k > Object Detection > Open Vocabulary Object Detection > Open Vocabulary Attribute Detection
OVAD-Box benchmark
Open CLIP ViT-B32
https://arxiv.org/abs/2212.07143v2
mean average precision
17.0
16k > Object Detection > Open Vocabulary Object Detection > Open Vocabulary Attribute Detection
OVAD-Box benchmark
CLIP VIT-B16
https://arxiv.org/abs/2103.00020v1
mean average precision
16.6
16k > Object Detection > Open Vocabulary Object Detection > Open Vocabulary Attribute Detection
OVAD benchmark
OvarNet (ViT-B16)
https://arxiv.org/abs/2301.09506v1
mean average precision
27.2
16k > Object Detection > Open Vocabulary Object Detection > Open Vocabulary Attribute Detection
OVAD benchmark
OVAD-Baseline (ResNet50)
https://arxiv.org/abs/2211.12914v2
mean average precision
18.8
16k > Object Detection > Open Vocabulary Object Detection > Open Vocabulary Attribute Detection
OVAD benchmark
OVR (ResNet50)
https://arxiv.org/abs/2011.10678v2
mean average precision
15.1
16k > Object Detection > Open Vocabulary Object Detection > Open Vocabulary Attribute Detection
OVAD benchmark
LocOv (ResNet50)
https://arxiv.org/abs/2205.06160v2
mean average precision
14.9
16k > Object Detection > Open Vocabulary Object Detection > Open Vocabulary Attribute Detection
OVAD benchmark
Object-Centric-OVD (ResNet50)
https://arxiv.org/abs/2207.03482v3
mean average precision
14.6
16k > Object Detection > Object Detection In Aerial Images
DOTA
Strip R-CNN*
https://arxiv.org/abs/2501.03775v3
mAP
82.75%
16k > Object Detection > Object Detection In Aerial Images
DOTA
MoCaE
https://arxiv.org/abs/2309.14976v4
mAP
82.62%
16k > Object Detection > Object Detection In Aerial Images
DOTA
Strip R-CNN
https://arxiv.org/abs/2501.03775v3
mAP
82.28%
16k > Object Detection > Object Detection In Aerial Images
DOTA
Oriented-DETR
https://arxiv.org/abs/2407.08489v1
mAP
82.26%
16k > Object Detection > Object Detection In Aerial Images
DOTA
STD+HiViT-B
https://arxiv.org/abs/2308.10561v2
mAP
82.24%
16k > Object Detection > Object Detection In Aerial Images
DOTA
CDLA-HOP
https://arxiv.org/abs/2407.03205v1
mAP
82.02%
16k > Object Detection > Object Detection In Aerial Images
DOTA
LSKNet-S*
https://arxiv.org/abs/2403.11735v5
mAP
81.85%
16k > Object Detection > Object Detection In Aerial Images
DOTA
ARC
https://arxiv.org/abs/2303.07820v2
mAP
81.77%
16k > Object Detection > Object Detection In Aerial Images
DOTA
MAE+MTP(ViT-L+RVSA)
https://arxiv.org/abs/2403.13430v2
mAP
81.66%
16k > Object Detection > Object Detection In Aerial Images
DOTA
LSKNet-S
https://arxiv.org/abs/2403.11735v5
mAP
81.64%
16k > Object Detection > Object Detection In Aerial Images
DOTA
LSKNet-T
https://arxiv.org/abs/2403.11735v5
mAP
81.37%
16k > Object Detection > Object Detection In Aerial Images
DOTA
ViTAE-B + RVSA-ORCN
https://arxiv.org/abs/2208.03987v4
mAP
81.24%