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3D
3D
2044 benchmarks
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Benchmarks
3D on
nuScenes
NDS
mAP
mATE
mASE
mAOE
mAVE
mAAE
AP(l)
AP(m)
AP(s)
AP50
AP75
AP85
AR
AR(l)
AR(m)
AR(s)
MAP
3D on
COCO test-dev
box mAP
AP50
APL
AP75
APM
APS
AP
AR
Params (M)
AR50
ARM
ARL
AR75
GFLOPs
Accuracy (%)
Hardware Burden
Operations per network pass
3D on
COCO minival
box AP
AP50
AP75
APL
APS
APM
Params (M)
AP
3D on
Human3.6M
Average MPJPE (mm)
Frames Needed
PA-MPJPE
Average MPJPE (mm) @ 400ms
Average MPJPE (mm) @ 1000 ms
Number of Views
Number of Frames Per View
APD
ADE
FDE
MMADE
MMFDE
MAR, walking, 400ms
MPJPE
Average PMPJPE (mm)
MAR, walking, 1,000ms
CMD
FID
Angular Error
MPVE (mm)
MRPE
N-MPJPE
P-MPJPE
Using 2D ground-truth joints
Acceleration Error
Average MPJPE (mm) for occluded Joints
Expected Calibration Error
Average NDMS at 4s
Multi-View or Monocular
Use Video Sequence
Need Ground Truth 2D Pose
2D detector
3D Annotations
3D on
3DPW
PA-MPJPE
MPJPE
MPVPE
Acceleration Error
Average MPJPE (mm) 1000 msec
Number of parameters (M)
PCK@0.2
FLOPs (G)
FDE@1000ms (mm)
FDE@560ms (mm)
FDE@720ms (mm)
FDE@880ms (mm)
3D on
MPI-INF-3DHP
PCK
MPJPE
AUC
PA-MPJPE
Acceleration Error
3DPCK
3D on
MSU Super-Resolution for Video Compression
BSQ-rate over ERQA
BSQ-rate over PSNR
BSQ-rate over MS-SSIM
BSQ-rate over LPIPS
BSQ-rate over VMAF
BSQ-rate over Subjective Score
3D on
COCO (Common Objects in Context)
box AP
FPS (V100, b=1)
AP
Test AP
Validation AP
MAP
AP 0.5
AR
APL
APM
mPC [AP]
rPC [%]
AP50
AP75
GFlops
Average Recall
FPS
3D on
KITTI Eigen split
absolute relative error
Delta < 1.25
RMSE
Delta < 1.25^2
Delta < 1.25^3
RMSE log
Sq Rel
Number of parameters (M)
Square relative error (SqRel)
3D on
NYU-Depth V2
RMSE
absolute relative error
Delta < 1.25
Delta < 1.25^2
Delta < 1.25^3
log 10
RMS
mAP
3D on
KITTI Eigen split unsupervised
absolute relative error
RMSE
Sq Rel
RMSE log
Delta < 1.25
Delta < 1.25^2
Delta < 1.25^3
Test frames
Resolution
Mono
3D on
MSU Video Upscalers: Quality Enhancement
SSIM
PSNR
LPIPS
VMAF
3D on
MPII Human Pose
PCKh-0.5
3D on
300W
NME_inter-ocular (%, Common)
NME_inter-ocular (%, Challenge)
NME_inter-ocular (%, Full)
NME_inter-pupil (%, Full)
NME_inter-pupil (%, Common)
NME_inter-pupil (%, Challenge)
NME
Mean Error Rate
1-of-100 Accuracy
3D on
PASCAL VOC 2007
MAP
FPS
AP50
mPC [AP50]
rPC [%]
Unknown Recall
WI
A-OSE
mAP@50
mAP@50-95
box AP
3D on
COCO-O
Average mAP
Effective Robustness
3D on
WIDER Face (Hard)
AP
3D on
MuPoTS-3D
3DPCK
MPJPE
AUC
3D on
WFLW
NME (inter-ocular)
FR@10 (inter-ocular)
AUC@10 (inter-ocular)
MAE mean (º)
MAE yaw (º)
MAE pitch (º)
MAE roll (º)
NME
3D on
WIDER Face (Medium)
AP
3D on
AffectNet
Accuracy (8 emotion)
Accuracy (7 emotion)
3D on
COCO 2017 val
AP
AP50
AP75
APL
APM
APS
Param.
3D on
NYUv2
mIoU
3D on
ImageNet VID
MAP
3D on
MS-COCO (10-shot)
AP
3D on
ScanNetV2
mAP@0.25
mAP@0.5
absolute relative error
Delta < 1.25
3D on
MSCOCO
AP 0.5
AP
mAP @0.5:0.95
Average mAP
mAP
mAP@50
3D on
MSU Video Super Resolution Benchmark: Detail Restoration
Subjective score
ERQAv1.0
1 - LPIPS
SSIM
QRCRv1.0
PSNR
FPS
3D on
OCHuman
Validation AP
Test AP
AP50
AP75
3D on
PASCAL VOC 2012 test
MAP
Bounding Box AP
3D on
DUTS-TE
MAE
max F-measure
S-Measure
mean F-Measure
mean E-Measure
Weighted F-Measure
3D on
FreiHAND
PA-MPVPE
PA-MPJPE
PA-F@5mm
PA-F@15mm
3D on
HumanEva-I
Mean Reconstruction Error (mm)
APD@2000ms
ADE@2000ms
FDE@2000ms
MMADE@2000ms
MMFDE@2000ms
3D on
H3WB
Average MPJPE (mm)
MPJPE
3D on
SUN-RGBD val
mAP@0.25
mAP@0.5
Inference Speed (s)
MAP
3D on
Panoptic
Average MPJPE (mm)
Geodesic Error (GE)
3D on
RAF-DB
Overall Accuracy
Avg. Accuracy
3D on
SemanticKITTI
mIoU
3D on
KITTI Cars Moderate
AP Medium
AP75
AP
3D on
LVIS v1.0
AP novel-LVIS base training
AP novel-Unrestricted open-vocabulary training
box AP
3D on
LineMOD
Mean ADD
Accuracy (ADD)
Mean IoU
Mean ADD-S
Accuracy
3D on
Vid4 - 4x upscaling
PSNR
SSIM
MOVIE
3D on
WIDER Face (Easy)
AP
3D on
CrowdPose
AP Hard
mAP @0.5:0.95
AP Medium
AP Easy
AP
AP50
AP75
APM
Test
FPS
3D on
NJU2K
Average MAE
S-Measure
max F-Measure
max E-Measure
3D on
Shelf
PCP3D
MPJPE
3D on
CAMO-FS
box AP
3D on
MS-COCO (30-shot)
AP
3D on
AFLW2000
MAE
Geodesic Error (GE)
Error rate
MAE_t
MAEV
3D on
DIS-VD
max F-Measure
S-Measure
weighted F-measure
MAE
E-measure
HCE
3D on
DTU
Overall
Acc
Comp
3D on
REALY
all
@nose
@mouth
@forehead
@cheek
3D on
HO-3D v2
PA-MPJPE (mm)
PA-MPVPE
F@5mm
F@15mm
AUC_J
AUC_V
ST-MPJPE
PA-MPJPE
OME
ADD-S
Average MPJPE (mm)
3D on
DIS-TE1
max F-Measure
S-Measure
weighted F-measure
MAE
E-measure
HCE
3D on
DIS-TE2
max F-Measure
S-Measure
weighted F-measure
MAE
HCE
E-measure
3D on
DIS-TE3
max F-Measure
weighted F-measure
MAE
S-Measure
E-measure
HCE
3D on
DIS-TE4
max F-Measure
weighted F-measure
MAE
E-measure
S-Measure
HCE
3D on
LFW
Accuracy
MParams
MFLOPs
FNMR [%] @ 10-3 FMR
BFAR
BFRR
FRR@FAR(%)
F1-score
Precision
Recall
Equal Error Rate
Accuracy (%)
1-of-100 Accuracy
3D on
BIWI
MAE (trained with other data)
MAE (trained with BIWI data)
Geodesic Error - aligned (GE)
Geodesic Error (GE)
MAE-aligned (trained with other data)
MAE_t
MAEV
3D on
AFLW-19
NME_diag (%, Full)
NME_diag (%, Frontal)
NME_box (%, Full)
AUC_box@0.07 (%, Full)
3D on
AGORA
B-NMVE
B-NMJE
B-MVE
B-MPJPE
FB-NMVE
FB-MVE
F-MVE
FB-NMJE
FB-MPJPE
F-MPJPE
LH/RH-MVE
LH/RH-MPJPE
3D on
DexYCB
Average MPJPE (mm)
Procrustes-Aligned MPJPE
MPVPE
PA-MPVPE
OCE
VAUC
PA-VAUC
MCE
ADD-S
3D on
CFP-FP
Accuracy
MParams
MFLOPs
3D on
CrowdHuman (full body)
AP
mMR
Recall
3D on
KITTI Cars Hard
Average Orientation Similarity
AP
AP Hard
3D on
REALY (side-view)
all
@nose
@mouth
@forehead
@cheek
3D on
nuScenes Camera Only
NDS
Future Frame
3D on
AgeDB-30
Accuracy
MParams
MFLOPs
3D on
DUT-OMRON
MAE
S-Measure
F-measure
mean F-Measure
mean E-Measure
Weighted F-Measure
3D on
Stanford2D3D Panoramic
RMSE
absolute relative error
3DIoU
Corner Error
Pixel Error
3D on
Vid4 - 4x upscaling - BD degradation
PSNR
SSIM
3D on
CAMO
MAE
Weighted F-Measure
S-Measure
E_{\phi}
S_{\alpha}
F_{\beta}
3D on
FER2013
Accuracy
3D on
NYU Hands
Average 3D Error
FPS
3D on
NoW Benchmark
Median Reconstruction Error
Mean Reconstruction Error (mm)
Stdev Reconstruction Error (mm)
3D on
Adience Age
Accuracy (5-fold)
3D on
Artaxor
mAP
3D on
CPPE-5
box AP
AP50
AP75
APS
APM
APL
3D on
Campus
PCP3D
Mean mAP
3D on
FBMS-59
S-Measure
MAX F-MEASURE
AVERAGE MAE
MAX E-MEASURE
3D on
LVIS v1.0 val
AP
box AP
APr
APc
APf
box APr
AP50
AP75
3D on
PCOD_1200
S-Measure
3D on
SIP
Average MAE
S-Measure
max E-Measure
max F-Measure
3D on
UODD
mAP
3D on
COCO 2017
mAP
AP
AP50
AP75
APM
APM50
APM75
Mean mAP
3D on
DIOR
mAP
AP50
3D on
ICVL Hands
Average 3D Error
FPS
3D on
Manga109-s 15test
COCO-style AP
3D on
Waymo 2D detection all_ns f0val
COCO-style AP
3D on
BEAT2
FGD
MSE
3D on
ECSSD
MAE
S-Measure
F-measure
mean F-Measure
mean E-Measure
Weighted F-Measure
F-Score
3D on
FER+
Accuracy
3D on
GRAZPEDWRI-DX
AP50
F1-score
mAP
Fracture Sensitivity
3D on
HKU-IS
MAE
S-Measure
F-measure
mean F-Measure
mean E-Measure
Weighted F-Measure
F-Score
3D on
HRSOD
S-Measure
max F-Measure
MAE
mBA
3D on
NLPR
S-Measure
Average MAE
max F-Measure
max E-Measure
3D on
PKU-DDD17-Car
mAP50
3D on
STERE
S-Measure
Average MAE
max F-Measure
max E-Measure
3D on
Total Capture
Average MPJPE (mm)
MPJPE
3D on
UTKFace
MAE
Accuracy (%)
3D on
CACD
MAE
3D on
Cityscapes
mPC [AP]
RMSE
RMSE log
Absolute relative error (AbsRel)
Square relative error (SqRel)
3D on
DES
S-Measure
Average MAE
max F-Measure
max E-Measure
3D on
EMDB
Average MPJPE-PA (mm)
Average MPJPE (mm)
Average MVE (mm)
Average MVE-PA (mm)
Jitter (10m/s^3)
Average MPJAE (deg)
Average MPJAE-PA (deg)
Average G-MPJPE (mm)
Average G-MVE (mm)
3D on
MAFL
NME
3D on
Occlusion LineMOD
Mean ADD
3D on
PASCAL-S
MAE
S-Measure
F-measure
mean F-Measure
mean E-Measure
Weighted F-Measure
F-Score
3D on
USB (Standard USB 1.0 protocol)
mCAP
3D on
Watercolor2k
MAP
MAP
3D on
COD
S-Measure
Weighted F-Measure
MAE
3D on
DAVIS-S
S-measure
F-measure
MAE
mBA
3D on
DSEC
mAP
3D on
DWD
mPC [AP50]
3D on
SFCHD
mAP@0.5:0.95
mAP@0.50
3D on
Trillion Pairs Dataset
Accuracy
3D on
UHRSD
S-Measure
max F-Measure
MAE
mBA
3D on
COCO val2017
AP
AR
AP50
AP75
Bounding Box AP
3D on
DAVIS-2016
S-Measure
AVERAGE MAE
MAX E-MEASURE
MAX F-MEASURE
3D on
FaceForensics++
pose
ID retrieval
AUC
FID
SSIM
landmarks
perceptual loss
verification
exp embedding L2
LogLoss
expression
3D on
GEN1 Detection
mAP
Params
3D on
KITTI Cars Easy val
AP
3D on
KITTI Cars Moderate val
AP
3D on
KITTI-360
AP50
AP25
mIoU
mAP@0.3
3D on
LVIS v1.0 minival
AP
box AP
3D on
MORPH album2 (Caucasian)
MAE
3D on
MSRA Hands
Average 3D Error
3D on
REAL275
mAP 5, 5cm
mAP 10, 5cm
mAP 3DIou@50
mAP 3DIou@25
mAP 10, 10cm
mAP 3DIou@75
mAP 5, 2cm
mAP 10, 2cm
FPS
Rerr
Terr
mAP 15, 5cm
3D on
SHREC'19
Euclidean Mean Error (EME)
Accuracy at 1%
3D on
View-of-Delft (val)
mAP
3D on
WFW (Extra Data)
NME (inter-ocular)
AUC@10 (inter-ocular)
FR@10 (inter-ocular)
3D on
nuscenes Camera-Radar
NDS
3D on
AFAD
MAE
3D on
AIC
AP
AP75
AR
AR50
AP50
3D on
AP-10K
AP
3D on
Adience Gender
Accuracy (5-fold)
3D on
AgeDB
MAE
Accuracy
3D on
BP4D
Average F1
Average AUC
ICC
Avg F1
3D on
CALFW
Accuracy
MParams
MFLOPs
3D on
Clipark1k
mAP
3D on
CoCA
S-measure
max F-measure
mean E-measure
Mean F-measure
max E-measure
MAE
3D on
CoSOD3k
max E-measure
S-measure
max F-measure
MAE
mean E-measure
mean F-measure
3D on
CoSal2015
max E-measure
S-measure
max F-measure
MAE
mean E-measure
mean F-measure
3D on
DeepFish
mAP
3D on
DeepLesion
Sensitivity
3D on
ETH3D
Delta < 1.25
absolute relative error
3D on
FDDB
AP
Accuracy
3D on
HInt: Hand Interactions in the wild
PCK@0.05 (New Days) All
PCK@0.05 (VISOR) All
PCK@0.05 (NewDays) Visible
PCK@0.05 (VISOR) Visible
PCK@0.05 (NewDays) Occ
PCK@0.05 (VISOR) Occ
PCK@0.05 (Ego4D) All
PCK@0.05 (Ego4D) Visible
PCK@0.05 (Ego4D) Occ
3D on
KITTI Cars Hard val
AP
3D on
MORPH Album2
MAE
MAE (2 shot)
MAE (4 shot)
MAE (8 shot)
MAE (16 shot)
CS
Rank-1 Recognition Rate
3D on
NEU-DET
mAP
3D on
ViSal
S-Measure
max E-measure
Average MAE
3D on
Wildtrack
MODA
MODP
Recall
3D on
YCB-Video
ADDS AUC
Mean ADD
Mean ADD-S
Mean ADI
ADD(S) AUC
Mean AUC
ADD-S AUC
ADD-S (2cm)
Accuracy (ADD)
3D on
YouTube-VOS 2018
PSNR
SSIM
VFID
Ewarp
3D on
4D-DRESS
Chamfer (cm)
IOU
3D on
AH36M
H36M PMPJPE (n = 25)
Best-Hypothesis PMPJPE (n = 25)
H36M PMPJPE (n = 1)
Most-Likely Hypothesis PMPJPE (n = 1)
Best-Hypothesis MPJPE (n = 25)
3D on
ApolloCar3D
A3DP
Detection Rate
3D on
CPLFW
Accuracy
MFLOPs
MParams
3D on
DAIR-V2X-I
AP|R40(moderate)
AP|R40(easy)
AP|R40(hard)
3D on
DAVIS
PSNR
SSIM
VFID
Ewarp
LPIPS (object)
LPIPS (square)
PNSR (object)
SSIM (object)
SSIM (square)
3D on
DAVSOD-easy35
S-Measure
Average MAE
max E-Measure
max F-Measure
3D on
DIOR-R
mAP
3D on
DTTD-Mobile
ADD AUC
ADD-S AUC
AR CoU
AR CH
AR pCH
3D on
FakeAVCeleb
ROC AUC
AP
Accuracy (%)
3D on
HANDS 2017
Average 3D Error
3D on
HRSC2016
mAP-07
mAP-12
3D on
IJB-B
TAR@FAR=0.0001
TAR @ FAR=0.001
TAR @ FAR=0.0001
TAR @ FAR=1e-5
TAR @ FAR=0.01
MFLOPs
Rank-1
MParams
Rank-5
TAR @ FAR=1e-3
TAR @ FAR=1e-4
Accuracy
3D on
KITTI Depth Completion Validation
RMSE
3D on
MAFL Unaligned
NME
3D on
MORPH Album2 (SE)
MAE
3D on
MS-COCO
mAP
Recall
AP
3D on
MultiviewX
MODA
MODP
Recall
3D on
SSP-3D
PVE-T-SC
mIOU
PVE-T
3D on
SeaDronesSee
mAP@0.5
mAP@0.50
3D on
UA-DETRAC
mAP
3D on
VOS-T
S-Measure
max E-measure
Average MAE
3D on
ViCoS Towel Dataset
Best F1
3D on
ASVspoof 2021
21LA EER
21DF EER
3D on
BTS3.1
TAR @ FAR=0.01
3D on
COCO test-challenge
AR
ARM
AP
AP50
AP75
APL
AR50
AR75
ARL
3D on
Clipart1k
MAP
MAP
3D on
Comic2k
MAP
mAP
MAP
3D on
DAVSOD-Difficult20
S-Measure
max E-measure
Average MAE
3D on
DAVSOD-Normal25
S-Measure
max E-measure
Average MAE
3D on
DISFA
Average F1
Average AUC
ICC
Accuracy
3D on
Description Detection Dataset
Intra-scenario FULL mAP
Intra-scenario PRES mAP
Intra-scenario ABS mAP
3D on
FGNET
MAE
3D on
Florence
RMSE Cooperative
RMSE Indoor
RMSE Outdoor
Average 3D Error
Mean NME
Mean NME
3D on
HO-3D v3
PA-MPJPE
PA-MPVPE
AUC_J
F@5mm
F@15mm
AUC_V
3D on
MCL
S-Measure
MAX E-MEASURE
AVERAGE MAE
MAX F-MEASURE
3D on
NYU-Depth V2 self-supervised
Root mean square error (RMSE)
Absolute relative error (AbsRel)
delta_1
delta_2
delta_3
3D on
ODinW Full-Shot 13 Tasks
AP
3D on
PyBullet Ant
Return
3D on
PyBullet HalfCheetah
Return
3D on
PyBullet Hopper
Return
3D on
PyBullet Walker2D
Return
3D on
Rope3D
AP@0.7
3D on
SUN-RGBD
mAP@0.25
mAP@0.5
Delta < 1.25
RMSE
absolute relative error
Delta < 1.25^2
Delta < 1.25^3
log 10
Inference Speed (s)
3D on
SceneEgo
Average MPJPE (mm)
PA-MPJPE
3D on
SegTrack v2
S-Measure
AVERAGE MAE
max E-measure
MAX F-MEASURE
3D on
ShapeNet
IoU
3DIoU
Chamfer Distance
F-Score@1%
F-Score
3D on
UAVDT
mAP
3D on
UDM10 - 4x upscaling
PSNR
SSIM
3D on
UVSD
S-Measure
max E-measure
Average MAE
3D on
Waymo Open Dataset
mAPH/L2
AP/L2
Latency, ms
3D mAPH Vehicle (Front Camera Only)
AP
MPJPE
3D on
ITOP front-view
Mean mAP
3D on
Annotated Faces in the Wild
AP
3D on
GlobalEgoMocap Test Dataset
Average MPJPE (mm)
PA-MPJPE
3D on
HQVI (240p)
LPIPS
VFID
PSNR
SSIM
3D on
ISTD
Balanced Error Rate
3D on
LFSD
S-Measure
Average MAE
max E-Measure
max F-Measure
3D on
LFWA
Error Rate
3D on
MS-COCO (1-shot)
AP
3D on
MS-COCO-2014
AP
3D on
ModelNet40
Classification Accuracy
ModelNet40 (Average)
ModelNet40 (I)
ModelNet40 (C)
Mean AP
3D on
NAO
mAP
mAP w/o OOD
mAR
3D on
OVAD-Box benchmark
mean average precision
3D on
Objaverse
Objaverse (Average)
Objaverse (I)
Objaverse (C)
3D on
PASCAL VOC 2012
MAP
3D on
PASCAL VOC'07
mAP
3D on
REDS4- 4x upscaling
PSNR
SSIM
3D on
S3DIS
mAP@0.5
mAP@0.25
3D on
SBU / SBU-Refine
Balanced Error Rate
3D on
SOC
Average MAE
S-Measure
mean E-Measure
3D on
SUN RGB-D
AP 0.5
AP@0.15 (10 / NYU-37)
AP@0.15 (NYU-37)
AP@0.15 (10 / PNet-30)
3D on
SiW (Protocol 3)
ACER
3D on
TBBR
Average Recall@IoU:0.5-0.95
3D on
TriMouse-161
mAP
3D on
UCF
Balanced Error Rate
3D on
UVG
Average PSNR (dB)
Model Size (M)
3D on
nuScenes LiDAR only
NDS
mAP
NDS (val)
mAP (val)
3D on
waymo cyclist
APH/L2
3D on
waymo pedestrian
APH/L2
3D on
AFLW
MAE
Mean NME
3D on
AI-TOD
AP
AP50
AP75
APvt
APt
APs
APm
mAP50
mAP@50-95
3D on
Argoverse
AVG-CDS
3D on
BigDetection val
AP
AP50
AP75
3D on
CASIA-WebFace+masks
Accuracy
3D on
CHAMELEON
S-measure
weighted F-measure
MAE
3D on
COCO-WholeBody
keypoint AP
AP
AP50
AP75
APL
APM
3D on
COFW
NME (inter-ocular)
NME (inter-pupil)
Recall at 80% precision (Landmarks Visibility)
MAE pitch (º)
MAE yaw (º)
NME
3D on
COFW-68
NME (inter-ocular)
NME (box)
AUC@7 (box)
3D on
CelebA+masks
Accuracy
3D on
ChaLearn 2015
e-error
MAE
3D on
Charades
MAP
3D on
Cholec80
mAP
3D on
DroneSURF
Rank1
3D on
EventPed
AP
3D on
Horse-10
PCK@0.3 (OOD)
Normalized Error (OOD)
3D on
InLoc
DUC1-Acc@0.25m,10°
DUC1-Acc@0.5m,10°
DUC1-Acc@1.0m,10°
DUC2-Acc@0.25m,10°
DUC2-Acc@0.5m,10°
DUC2-Acc@1.0m,10°
3D on
InOutDoor
AP
3D on
KITTI Pedestrians Moderate
AP50
AP
3D on
MLFW
Accuracy
3D on
Make3D
RMSE
Abs Rel
Sq Rel
3D on
Mid-Air Dataset
Abs Rel
RMSE log
RMSE
SQ Rel
AuSE on Abs Rel
AuSE on RMSE log
3D on
NC4K
S-measure
weighted F-measure
MAE
3D on
PASCAL Face
AP
3D on
PeopleArt
mAP@0.5
mAP
mAP@0.75
MAP
3D on
STCrowd
AP
3D on
ShapeNetCore
3DIoU
3D on
Surreal
MPJPE
PA-MPJPE
PVE
PCK
3D on
T$^3$Bench
Avg
3D on
TED Gesture Dataset
FGD
3D on
UnrealEgo
Average MPJPE (mm)
PA-MPJPE
3D on
V2XSet
AP0.5 (Perfect)
AP0.7 (Perfect)
AP0.5 (Noisy)
AP0.7 (Noisy)
3D on
waymo vehicle
APH/L2
L1 mAP
AP
3D on
3D Poses in the Wild Challenge
MPJPE
MPJAE
3D on
AFLW-Full
Mean NME
Mean NME
NME
3D on
AIST++
MPJPE
Acceleration Error
Single-view
3D on
AMASS
Average MPJPE (mm) 1000 msec
ADE
FDE
APD
FDE@1000ms (mm)
FDE@560ms (mm)
FDE@720ms (mm)
FDE@880ms (mm)
APDE
3D on
BEAT
FID
3D on
Biwi 3D Audiovisual Corpus of Affective Communication - B3D(AC)^2
Lip Vertex Error
FDD
3D on
CK+
Accuracy (7 emotion)
Accuracy (8 emotion)
Accuracy (6 emotion)
Accuracy
3D on
CVCS
MODA (1m)
MODP (1m)
Precision (1m)
Recall (1m)
F1_score (1m)
MODA (0.5m)
F1_score (0.5m)
3D on
CelebA-Spoof-Enroll5
AUC
3D on
CityStreet
MODA (2m)
MODP (2m)
Precision (2m)
Recall (2m)
F1_score (2m)
3D on
DREAM-dataset
AUC (avg. on 4 real DREAM datasets)
mean-ADD (avg. on 4 real DREAM datasets)
3D on
Helvipad
Depth-MAE
Depth-RMSE
Depth-MARE
Depth-LRCE
Disp-MAE
Disp-RMSE
Disp-MARE
Disp-LRCE
3D on
ITOP top-view
Mean mAP
3D on
J-HMDB
Mean PCK@0.2
Mean PCK@0.1
Mean PCK@0.05
3D on
KITTI Cars Easy
AP
AP Easy
3D on
KITTI Cyclists Moderate
AP50
AP
3D on
LVIS v1.0 test-dev
AP
AP50
AP75
APr
APc
APf
3D on
MPII Single Person
PCKh@0.5
PCKh@0.1
3D on
ODinW
Average Score
3D on
OPV2V
AP@0.7@Default
AP@0.7@CulverCity
AP50
3D on
OVAD benchmark
mean average precision
3D on
PanoContext
3DIoU
3D on
Pix3D
CD
R@1
R@16
R@2
R@32
R@4
R@8
EMD
Percentage correct
IoU
3D on
PoPArt
mAP
mAP@0.5
mAP@0.75
3D on
RGBD135
Average MAE
S-Measure
max F-Measure
max E-Measure
3D on
SKU-110K
AP
AP75
3D on
SOD4SB Private Test
AP50
3D on
SOD4SB Public Test
AP50
3D on
SiW-Enroll5
AUC
3D on
SimBEV
SDS
mAP
mATE
mAOE
mASE
mAVE
3D on
UPenn Action
Mean PCK@0.2
3D on
Ultra Video Group HD - 4x upscaling
Average PSNR
3D on
V2X-SIM
mAP
mATE
mASE
mAOE
3D on
VisDrone-DET2019
AP50
AP
APvt
APt
APs
AP75
FPS
APm
3D on
iSAID
Average Precision
3D on
mebeblurf
Accuracy
MAE
FNMR [%] @ 10-3 FMR
Equal Error Rate
3D on
Pascal3D+
Mean PCK
3D on
300W Split 2
NME (box)
AUC@7 (box)
NME (inter-ocular)
AUC@8 (inter-ocular)
FR@8 (inter-ocular)
3D on
300W Split 2 (300W-LP)
NME (bbox)
AUC@7 (bbox)
NME (inter-ocular)
3D on
AFLW (Zhang CVPR 2018 crops)
NME
3D on
AFLW Unaligned
NME
3D on
AFLW2000-3D
ID retrieval
exp embedding L2
pose
GTE
Mean NME
NME
Mean NME
Balanced NME (2D Sparse Alignment)
Mean NME(3D Dense Alignment)
3D on
ARKitScenes
mAP@0.25
mAP@0.5
3D on
Aria Everyday Objects
mAP
3D on
Aria Synthetic Environments
MAP
Accuracy
Completeness
Precision
Recall
3D on
COFW-68 (300WLP)
NME (box)
AUC@7
3D on
DCM
Average Precision
Abs Rel
RMSE
RMSE log
Sq Rel
3D on
DDAD
RMSE
absolute relative error
RMSE log
Sq Rel
Delta < 1.25
3D on
Data3D−R2N2
3DIoU
3D on
DeepMind Cheetah Run (Images)
Return
3D on
DensePose-COCO
AP
3D on
Event-Camera Dataset
Mean Squared Error
LPIPS
3D on
FERPlus
Accuracy(pretrained)
3D on
FFHQ 256 x 256
FID
KID
3D on
FFHQ 512 x 512 - 16x upscaling
FID
LPIPS
NIQE
3D on
FaceScape
NME
3D on
Fish-100
mAP
3D on
HICO-DET
MAP
3D on
HQVI (480p)
LPIPS
VFID
PSNR
SSIM
3D on
IBims-1
δ1.25
RMSE
ORD
D3R
absolute relative error
3D on
IJB-C
TAR @ FAR=1e-3
TAR @ FAR=0.01
MFLOPs
MParams
TAR @ FAR=1e-2
Rank-1
Rank-5
TAR @ FAR=1e-6
TAR @ FAR=1e-5
TAR @ FAR=1e-4
training dataset
model
3D on
IMDB-Clean
Average mean absolute error
3D on
ImageNet
MAP
3D on
India Driving Dataset
mAP@0.5
3D on
JAFFE
Accuracy
3D on
KITTI Cyclist Easy val
AP
3D on
KITTI Cyclist Hard val
AP
3D on
KITTI Cyclist Moderate val
AP
3D on
KITTI Pedestrian Easy val
AP
3D on
KITTI Pedestrian Hard
AP Hard
Average Precision
3D on
KITTI Pedestrian Hard val
AP
3D on
KITTI Pedestrian Moderate val
AP
3D on
KITTI2015
three pixel error
three pixel error
D1-all All
D1-all Noc
3D on
MP-IDB
AP
3D on
MVSEC
Mean Squared Error
LPIPS
3D on
Manga109
Average Precision
3D on
Marmoset-8K
mAP
3D on
MoCA-Mask
S-measure
weighted F-measure
MAE
mDice
mIoU
3D on
ModelNet10
Accuracy
3D on
OULU-NPU
ACER
HTER
3D on
PRO-teXt
F1
CD
CMD
3D on
PoseTrack2018
Mean mAP
3D on
RICH
MPJPE
PA-MPJPE
MPVPE
BoSE
3D on
Relative Human
PCDR
PCDR-Baby
PCDR-Kid
PCDR-Teen
PCDR-Adult
mPCDK
3D on
Replay-Attack
EER
HTER
3D on
SALSA
Accuracy
3D on
SCARED-C
mDERS
3D on
SFEW
Accuracy
3D on
SLOPER4D
Average MPJPE (mm)
3D on
Spring
1px total
3D on
Stirling-HQ (FG2018 3D face reconstruction challenge)
Mean Reconstruction Error (mm)
3D on
Stirling-LQ (FG2018 3D face reconstruction challenge)
Mean Reconstruction Error (mm)
3D on
TruckScenes
NDS
mAP
3D on
UBody
PVE-All
PVE-Hands
PVE-Face
PA-PVE-All
PA-PVE-Hands
PA-PVE-Face
3D on
Visual Genome
MAP
3D on
WaterScenes
mAP@50-95
3D on
3D Object Detection on Argoverse2 Camera Only
Average mAP
3D on
3RScan
mAP@0.25
mAP@0.5
3D on
AFLW-MTFL
NME
3D on
ARKitFace
MAE(val)
MAE_t
3D on
Argoverse-HD (Detection-Only, Test)
AP
3D on
Argoverse-HD (Full-Stack, Test)
AP
3D on
BP4D+
Average F1
3D on
BUAA-VisNir
TAR @ FAR=0.001
TAR @ FAR=0.01
3D on
CASIA NIR-VIS 2.0
TAR @ FAR=0.001
3D on
CGFIQA-40k
PLCC
SRCC
3D on
COD10K
E_{\phi}
MAE
S_{\alpha}
F_{\beta}
3D on
CUFS
FID
NLDA
FSIM
SSIM
3D on
CatFLW
NME
3D on
CelebAMask-HQ
FID
IS
3D on
ChaLearn 2016
e-error
MAE
3D on
Color FERET
FNMR [%] @ 10-3 FMR
Pearson Correlation
5-class test accuracy
3D on
Common Objects in 3D
Avg. F1
3D on
DIODE
Delta < 1.25^3
Delta < 1.25
Delta < 1.25^2
3D on
DOTA
mAP
3D on
FAIR1M-2.0
mAP
3D on
FairFace
gender-top1
age-top1
race-top1
3D on
Falling Objects
SSIM
PSNR
TIoU
3D on
Filtered NTU RGB+D
MSE
MAE
3D on
FlickrLogos-32
MAP
3D on
GSO
Chamfer Distance
IoU
F-Score
3D on
GTA-IM Dataset
Path Error
Pose Error
3D on
Google Objectron
Average Precision at 0.5 3D IoU
MPE
AP at 15' Azimuth error
AP at 10' Elevation error
3D on
Google-AR
PCK@0.2
3D on
Google-Yoga
PCK@0.2
3D on
HANDS 2019
Average 3D Error
3D on
HARPER
Average MPJPE (mm) @ 400ms
Average MPJPE (mm) @ 1000ms
Last Frame MPJPE (mm) @ 400ms
Last Frame MPJPE (mm) @ 1000ms
Average MPJPE (mm)
3D on
IJB-A
TAR @ FAR=0.001
TAR @ FAR=0.1
TAR @ FAR=0.01
Accuracy
3D on
KITTI Pedestrian Easy
AP Easy
Average Precision
3D on
KITTI Pedestrian Moderate
AP Medium
Average Precision
3D on
LRS2
FID
LSE-D
LSE-C
3D on
Leeds Sports Poses
PCK
3D on
MFW+ (M-M)
TAR@FAR=0.0001
3D on
MFW+ (U-M)
TAR@FAR=0.0001
3D on
MORPH
FNMR [%] @ 10-3 FMR
MAE
Accuracy (%)
3D on
MultiScan
mAP@0.25
mAP@0.5
3D on
ODinW-13
Average Score
3D on
ODinW-35
Average Score
3D on
OoDIS
AP
AP50
3D on
Oulu-CASIA NIR-VIS
TAR @ FAR=0.001
TAR @ FAR=0.01
3D on
PASCAL VOC 2012, 60 proposals per image
Average Recall
3D on
PIQ23
SRCC
PLCC
KRCC
MAE
3D on
Pascal VOC to Clipart1K
mAP
3D on
PoseTrack2017
Mean mAP
3D on
SOD
MAE
F-measure
3D on
ScanNet++
mAP@0.25
mAP@0.5
3D on
SkiPose
MPJPE
P-MPJPE
CPS
PCK
3D on
StanfordExtra
PCK@0.1
3D on
TbD
SSIM
PSNR
TIoU
3D on
TbD-3D
SSIM
PSNR
TIoU
3D on
VA (Virtual Apartment)
Root mean square error (RMSE)
Log root mean square error (RMSE_log)
Mean average error (MAE)
Absolute relative error (AbsRel)
3D on
VEDAI
mAP50
3D on
Vimeo90K
PSNR
SSIM
3D on
VoxCeleb2 - 1-shot learning
CSIM
LPIPS
Normalized Pose Error
SSIM
inference time (ms)
FID
3D on
WiderPerson
AP
mMR
3D on
Xiph HD - 4x upscaling
Average PSNR
3D on
aiMotive Dataset
BEV AP@0.3 Highway
BEV AP@0.3 Night
BEV AP@0.3 Rain
BEV AP@0.3 Urban
3D on
bFFHQ
Bias-Conflicting Accuracy
3D on
eBDtheque
Abs Rel
RMSE
RMSE log
Sq Rel
3D on
sceneflow
Average End-Point Error
EPE
3D on
xView
AP50
3D on
RF-MMD
mAP (@0.1, Through-wall)
mAP (@0.1, Visible)
3D on
300-VW (C)
AUC0.08 private
AUC0.07
3D on
300W (Common)
NME
3D on
300W (Full)
MAE mean (º)
MAE yaw (º)
MAE pitch (º)
MAE roll (º)
Mean NME
3D on
3DFAW
GTE
CVGTCE
3D on
3R-Scan
Top-10 Accuracy
Top-5 Accuracy
3D on
AFLW-Front
Mean NME
Mean NME
NME
3D on
Adience (Online Open Set)
Average Accuracy (10 times)
3D on
Argoverse-HD (Detection-Only, Val)
AP
3D on
Argoverse-HD (Full-Stack, Val)
AP
sAP
3D on
Argoverse2
mAP
3D on
BRACE
Average Precision
Average Recall
3D on
CACDVS
Accuracy
3D on
CAMERA25
mAP 10, 10cm
mAP 10, 5cm
mAP 3DIou@25
mAP 3DIou@50
mAP 5, 5cm
3D on
CASIA-MFSD
EER
HTER
3D on
COCO
Validation AP
boxAP
boxAP50
boxAP75
box AP
Test AP
AP
3D on
COCO 2017 (Electronic, Indoor, Kitchen, Furniture)
MAP
3D on
COCO 2017 (Outdoor, Accessories, Appliance, Truck)
Unknown Recall
MAP
WI
A-OSE
3D on
COCO 2017 (Sports, Food)
Unknown Recall
MAP
WI
A-OSE
3D on
COCO VOC to non-VOC
AR100
3D on
CUFSF
FID
NLDA
FSIM
SSIM
3D on
Camouflaged Animal Dataset
S-measure
weighted F-measure
MAE
mDice
mIoU
3D on
Carl
Rank-1
3D on
Chameleon
E_{\phi}
F_{\beta}
MAE
S_{\alpha}
3D on
Cityscapes test
mPC [AP]
rPC [%]
RMSE
3D on
Cityscapes-to-Foggy Cityscapes
mAP
3D on
Color FERET (Online Open Set)
Average Accuracy (10 times)
3D on
DAIR-V2X
AP50
3D on
DFDC
AUC
LogLoss
3D on
DHP19
MPJPE3D
GFLOPs
MPJPE2D
Params (M)
3D on
DeepMind Cup Catch (Images)
Return
3D on
DeepMind Walker Walk (Images)
Return
3D on
Disguised Faces in the Wild
GAR @0.1% FAR
GAR @1% FAR
GAR @0.1% FAR Impersonation
GAR @0.1% FAR Obfuscation
GAR @0.1% FAR Overall
GAR @1% FAR Impersonation
GAR @1% FAR Obfuscation
GAR @1% FAR Overall
GAR @10% FAR
3D on
Disguised Faces in the Wild 2019
GAR @0.01% FAR Impersonation
GAR @0.01% FAR Obfuscation
GAR @0.01% FAR Overall
GAR @0.01% FAR Plastic Surgery
GAR @0.1% FAR Impersonation
GAR @0.1% FAR Obfuscation
GAR @0.1% FAR Overall
GAR @0.1% FAR Plastic Surgery
3D on
Drone vs Bird
AP50
AP50l
AP50m
AP50s
3D on
EgoBody
Average MPJPE (mm)
PA-MPJPE
MPVPE
PA-MPVPE
3D on
FERG
Accuracy
3D on
FotW Gender
Accuracy (%)
3D on
GMVD
MODA
Recall
3D on
Gaming 3D (G3D)
MSE
MAE
3D on
Geometric Pose Affordance
MPJPE
PCK3D (CA)
PCK3D (CS)
MPJPE (CA)
MPJPE (CS)
PCK
3D on
HQVI (2K)
LPIPS
VFID
PSNR
SSIM
3D on
IJB-S
Rank-1 (Video2Booking)
Rank-1 (Video2Single)
Rank-1 (Video2Video)
3D on
INI-30
Euclidean Distance
3D on
IconArt
MAP
3D on
IndustReal
mAP
3D on
KITTI
absolute relative error
Average Orientation Similarity
3D on
KITTI 2015
Absolute relative error (AbsRel)
Sq Rel
D1-all All
D1-all Noc
Average End-Point Error
RMSE
3D on
KITTI Cyclist Easy
AP Easy
3D on
KITTI Cyclist Hard
AP Hard
3D on
KITTI Cyclist Moderate
AP Medium
3D on
LAGENDA
MAE
Accuracy
3D on
LFW (Online Open Set)
Average Accuracy (10 times)
3D on
LLFF
CLIP
3D on
LRS3
FID
LSE-C
LSE-D
3D on
LRW
FID
LSE-C
LSE-D
LMD
SSIM
3D on
MEBeauty
MAE
Root mean square error (RMSE)
Pearson Corr
3D on
MERL-RAV
NME (box)
AUC@7 (box)
MAE mean (º)
MAE yaw (º)
MAE pitch (º)
MAE roll (º)
3D on
MGif
L1
3D on
Mars DTM Estimation
Delta < 1.25
Delta < 1.25^2
Delta < 1.25^3
Average PSNR
mean absolute error
RMSE
3D on
Middlebury 2014
ORD
D3R
RMSE
δ1.25
3D on
OCCLUSION
MAP
3D on
ODinW Full-shot 35 Tasks
AP
3D on
ONCE
mAP
3D on
OPT
AUC
3D on
Objects365
mask AP50
AP
3D on
OccludedLINEMOD
Mean ADD
3D on
OpenImages-v4
mask AP50
AP 0.5
3D on
OpenImages-v6
box AP
3D on
Oulu-CASIA
Accuracy (10-fold)
Accuracy
3D on
PASCAL Part 2010 - Animals
mAP@0.5
3D on
PASCAL VOC 10%
AP
AP50
AP75
3D on
PASCAL VOC to Comic2k
mAP
3D on
PASCAL VOC to Watercolor2k
mAp
3D on
SA-Det-100k
AP
AP50
AP75
APS
APM
APL
3D on
SCUT-FBP
MAE
3D on
SIXray
1 in 10 R@5
3D on
SK-LARGE
F-Measure
3D on
SPEC-MTP
W-MPJPE
W-PVE
3D on
ScanNet
RMSE
absolute relative error
3DIoU
Chamfer Distance
L1
3D on
SpaceNet 2
F1 Score (Avg. over Cities)
3D on
Spiideo SoccerNet SynLoc
mAP-LocSim
FrameAccuracy
F1
3D on
SynthEVox3D-Tiny
A-mIoU
3D on
T-LESS
Mean Recall
Recall (VSD)
3D on
TED-talks
AED
AKD
L1
MKR
3D on
Tai-Chi-HD (256)
AED
AKD
L1
MKR
3D on
Tai-Chi-HD (512)
AED
AKD
L1
MKR
3D on
UAV-Human
mAP
3D on
UHDB31
Rank-1
3D on
UND-X1
Rank-1
3D on
VOCASET
Lip Vertex Error
3D on
VoxCeleb
AED
AKD
L1
3D on
VoxCeleb1 - 1-shot learning
FID
3D on
VoxCeleb1 - 32-shot learning
FID
3D on
VoxCeleb1 - 8-shot learning
FID
3D on
VoxCeleb2 - 8-shot learning
FID
3D on
Voxceleb-3D
Mean ARE
ARE-ER
ARE-FR
ARE-MR
ARE-CR
3D on
YouTube-VOS
LPIPS
PSNR
PSNR (square)
SSIM
3D on
cartpole.balance_sparse
Return
3D on
cartpole.swingup
Return
3D on
cheetah.run
Return
3D on
finger.turn_hard
Return
3D on
iCartoonFace
Average Precision
3D on
iCoSeg
max E-measure
S-measure
max F-measure
MAE
3D on
walker.stand
Return
3D on
walker.walk
Return
3D on
waymo all_ns
APH/L2
3D on
!(()&&!|*|*|
0L
0..5sec
3D on
1
0L
3D on
100 sleep nights of 8 caregivers
10%
10°10 cm
3D on
13.8
0..5sec
3D on
2017_test set
14 gestures accuracy
3D on
2D Walker
Score
3D on
3D-BSLS-6D
eRE
eTE
3D on
3DMatch Benchmark
Average Recall
3D on
3DOH50K
Average PA-MPJPE (mm)
3D on
3DPeople
Chamfer
IoU
Normal Consistency
P2S
3D on
4D Light Field Dataset
BadPix(0.01)
BadPix(0.03)
BadPix(0.07)
MSE
3D on
A Dataset of Multispectral Potato Plants Images
Average IOU
Dice Score
3D on
A2D
Mean IoU
3D on
ADE20K
mIoU
3D on
AFLW-LFPA
NME
Mean NME
3D on
AODRaw
box AP
3D on
ATR
FID
3D on
Acrobot
Score
3D on
Acrobot (limited sensors)
Score
3D on
Acrobot (noisy observations)
Score
3D on
Acrobot (system identifications)
Score
3D on
Acted Facial Expressions In The Wild (AFEW)
Accuracy(on validation set)
3D on
Aff-Wild2
Accuracy
UAR
3D on
Animal-Pose Dataset
AP
3D on
Animal3D
PA-MPJPE
3D on
Ant
Score
3D on
Ant + Gathering
Score
3D on
Ant + Maze
Score
3D on
AquaTrash
mean average precision
3D on
Aria Digital Twin Dataset
Accuracy
Completeness
Precision
3D on
BDD100K
MAP
3D on
BDD100K val
mAP@0.5
Accuracy
3D on
BJUT-3D
MAE
3D on
BN-AuthProf
F1 score
3D on
Ball in cup, catch (DMControl100k)
Score
3D on
Ball in cup, catch (DMControl500k)
Score
3D on
Bee4Exp Honeybee Detection
Average F1
3D on
C2A: Human Detection in Disaster Scenarios
Average mAP
3D on
CAER
Accuracy
3D on
CASME II
UF1
UAR
3D on
CASPAPaintings
Mean mAP
3D on
CFP-FF
Accuracy
3D on
CHALL H80K
MPJPE
3D on
CIFAKE: Real and AI-Generated Synthetic Images
AUC
Validation Accuracy
3D on
CISOL - Track A - TD-TSR
mAP@0.5:0.95:0.05
3D on
CISOL - Track B - TSR-only
mAP@0.5:0.95:0.05
3D on
CMU Panoptic + 300W-LP
MAE
3D on
CMU-MPIE
16x16 Accuracy
24x24 Accuracy
32x32 Accuracy
48x48 Accuracy
3D on
COCO 1% labeled data
Person Keypoint AP
3D on
COCO+
mAR (COCO+ XS)
3D on
COCO-Mix
unknown F1 score
unknown-AP
3D on
COCO-OOD
unknown F1 score
unknown-AP
3D on
COCOFake
AUC
Accuracy
3D on
CREMA-D
UAR
EmoAcc
FID
LSE-C
3D on
CUB-200-2011
FID
3D on
CarFusion
3DPCK
PCK
3D on
Cart Pole (OpenAI Gym)
Score
3D on
Cart-Pole Balancing
Score
3D on
Cart-Pole Balancing (limited sensors)
Score
3D on
Cart-Pole Balancing (noisy observations)
Score
3D on
Cart-Pole Balancing (system identifications)
Score
3D on
Cartpole, swingup (DMControl100k)
Score
3D on
Cartpole, swingup (DMControl500k)
Score
3D on
CelebA + AFLW Unaligned
MOS
MS-SSIM
PSNR
SSIM
3D on
CelebA Aligned
MOS
MS-SSIM
PSNR
SSIM
3D on
CelebV-HQ
AUC
Accuracy
3D on
Cheetah, run (DMControl100k)
Score
3D on
Cheetah, run (DMControl500k)
Score
3D on
CityPersons
mMR
3D on
Cityscapes 3D
mDS
RMSE
3D on
Cityscapes to Foggy Cityscapes
mAP
3D on
Clear Weather
mod. Car AP@.7IoU
3D on
CoPerception-UAVs
AP50
3D on
Comma.ai
MAE
3D on
CrowdHuman
AP
MR^-2
3D on
DFFD
AUC
Accuracy
3D on
DIML Outdoor
Delta < 1.25
RMSE
absolute relative error
3D on
DIODE Indoor
Delta < 1.25
RMSE
absolute relative error
3D on
DIODE Outdoor
Delta < 1.25
RMSE
absolute relative error
3D on
DVS128 Gesture
Accuracy (% )
3D on
DVSMOTION20
F-Measure
3D on
DeepTrash
mAP
3D on
Dense Fog
mod. Car AP@.5IoU
mod. Cyclist AP@.25IoU
mod. Pedestrian AP@.25IoU
mod. mAP
3D on
DiveFace
Accuracy (%)
3D on
Double Inverted Pendulum
Score
3D on
Drinking Waste Classification
AP50
3D on
Drunkard's Dataset Level3 Scene0
Absolute Trajectory Error [m]
Relative Position Error Rotation [º]
Relative Position Error Translation [cm]
3D on
ECCV HotOrNot
Pearson Correlation
3D on
ELEVATER
AP
3D on
EPIC KITCHENS-seen splits
mAP
3D on
EPIC KITCHENS-unseen splits
mAP
3D on
EPIC-KITCHENS-55
mAP@.5
3D on
EURECOM
Rank-1
3D on
EVD4UAV
Detection: Full (mAP@0.5)
3D on
Ego3DHands
AUC
3D on
ExpW
Accuracy
3D on
Expi - common actions split
Average MPJPE (mm) @ 200 ms
3D on
Extended TACO-1
AP50
3D on
Extended TACO-7
mAP50
3D on
Extragalactic Planetary Nebulae
Number of sources
3D on
FFHQ
SSIM
LPIPS
PSNR
3D on
FFHQ 512 x 512 - 4x upscaling
FID
3D on
FLIR
AP 0.5
3D on
FaceForensics
DF
FS
FSF
NT
Real
Total Accuracy
3D on
FaceWarehouse
0..5sec
3D on
FakeOrReal
EER
3D on
Finger, spin (DMControl100k)
Score
3D on
Finger, spin (DMControl500k)
Score
3D on
Full Humanoid
Score
3D on
GMOT-40
mAP@0.5
3D on
GQA
mAP
3D on
GRAB
Average MPJPE (mm)
3D on
Geometric Pose Affordance
MPJPE (CS)
MPJPE (CA)
PCK3D (CS)
PCK3D (CA)
3D on
HSPACE
MPJPE
MPVPE
PA-MPJPE
PA-MPVPE
3D on
Half-Cheetah
Score
3D on
Heavy Snowfall
mod. Car AP@.7IoU
3D on
HeiChole Benchmark
mAP
3D on
Hopper
Score
3D on
How2Sign
L1 error
3D on
Hypersim
Delta < 1.25
RMSE
absolute relative error
3D on
ICVL
Error (mm)
3D on
IIIT-D Viewed Sketch
TAR @ FAR=0.01
3D on
IRV2V
AP50
AP70
3D on
ITOP front-view
Mean mAP
3D on
ImageNet Detection
mAP
3D on
InterHand2.6M
MPJPE
3D on
Inverted Pendulum
Score
3D on
Inverted Pendulum (limited sensors)
Score
3D on
Inverted Pendulum (noisy observations)
Score
3D on
Inverted Pendulum (system identifications)
Score
3D on
JTA
F1(t=0.4m)
F1(t=0.8m)
F1(t=1.2m)
3D on
K2HPD
FPS
PDJ@5mm
3D on
KANFace
Average mean absolute error
3D on
KITTI Cyclists Easy
AP
3D on
KITTI Cyclists Hard
AP
3D on
KITTI Cyclists Moderate val
AP
3D on
KITTI Object Tracking Evaluation 2012
Abs Rel
3D on
KITTI Pedestrian
mAP
3D on
KITTI Pedestrians Easy
AP
3D on
KITTI Pedestrians Hard
AP
3D on
KITTI Pedestrians Moderate val
AP
AP Medium
3D on
KITTI2012
three pixel error
3D on
Kitti Odometry
Absolute Trajectory Error [m]
3D on
LAV-DF
AUC
3D on
LDD
box mAP
3D on
LLVIP
AP
3D on
LeukemiaAttri
mAP 50-95
3D on
Light Snowfall
mod. Car AP@.7IoU
3D on
Lunar Lander (OpenAI Gym)
Score
3D on
M5-Malaria Dataset
AP
3D on
MFR
MFR-ALL
MFR-MASK
African
Caucasian
South Asian
East Asian
3D on
MJU-Waste
AP50
3D on
MLFP
HTER
3D on
MMI
Accuracy
3D on
MPII
PCKh@0.2
3D on
MS-COCO (5-shot)
AP
3D on
MS-COCO-2017
AP
3D on
MSU-MFSD
Equal Error Rate
HTER
3D on
MUSES: MUlti-SEnsor Semantic perception dataset
AP
3D on
Market-HQ
FID
3D on
Matterport3D
Abs Rel
Delta < 1.25
Delta < 1.25^2
Delta < 1.25^3
RMSE
absolute error
absolute relative error
3D on
MegaFace
Accuracy
3D on
Menpo
AUC (box)
NME (box)
3D on
MoNuSeg 2018
Average-mAP
3D on
MoVi
PVE-T-SC
3D on
Mountain Car
Score
3D on
Mountain Car (limited sensors)
Score
3D on
Mountain Car (noisy observations)
Score
3D on
Mountain Car (system identifications)
Score
3D on
Multi-Modal CelebA-HQ
FID
3D on
Multi-Person PoseTrack
Mean mAP
3D on
Multispectral Dataset
mAP@0.5
3D on
NII-CU MAPD
mAP@0.5:0.95
AP@0.5
AP@0.75
3D on
NJUD
S-Measure
3D on
NYU Depth v2
MAP
3D on
PASCAL VOC
Parameters(K)
3D on
PASCAL VOC 2007 (15+5)
MAP
FPS
3D on
PASCAL VOC 2012 val
MAP
3D on
PKU-DDD17-Car
mAP50
3D on
PhysioNet Challenge 2021
Mean absolute error
Mean Squared Error
Mean Squared Error (cross-val)
Mean Absolute Error (cross-val)
3D on
Pointing'04
MAE
3D on
PoseTrack21
Mean mAP
3D on
QMUL-SurvFace
TAR @ FAR=0.1
3D on
RAVDESS
UAR
3D on
RF-MMD
mAP (@0.1, Through-wall)
mAP (@0.1, Visible)
3D on
RHP
AUC
3D on
RaFD
Accuracy
3D on
Reacher, easy (DMControl100k)
Score
3D on
Reacher, easy (DMControl500k)
Score
3D on
Remote Flash LiDAR Vehicles Dataset
mean average precision
3D on
Rice Grain Disease Dataset
mAP
3D on
SAT-MTB-VSR
PSNR
3D on
SAVEE
UAR
3D on
SHEL5K
Average mAP
3D on
SKSF-A
LPIPS
3D on
SODA-D
mAP@0.5:0.95
3D on
SPMCS - 4x upscaling
PSNR
SSIM
3D on
STARE
AUC
3D on
STB
AUC
3D on
SUN-Mem
AP50
AUPRC
AUROC
3D on
ShapeNetCore 55
Mean AP
3D on
Simple Humanoid
Score
3D on
Songdo Vision
Precision
Recall
mAP@50
mAP@50-95
3D on
SpaceNet 1
F1 Score
3D on
Swimmer
Score
3D on
Swimmer + Gathering
Score
3D on
Swimmer + Maze
Score
3D on
Tai-Chi-HD
L1
3D on
Taskonomy
L1 error
3D on
Tejani
IoU-2D
IoU-3D
VSS-2D
VSS-3D
3D on
TexBiG 2022 test
mAP@0.5:0.95:0.05
3D on
TexBiG 2023 test
mAP@0.5:0.95:0.05
3D on
TransCG
Delta < 1.25
MAE
REL
RMSE
delta < 1.05
delta < 1.10
3D on
TransProteus
R2
3D on
UASOL
RMSE
3D on
UAVVaste
AP50
3D on
USC-GRAD-STDdb
AP
AP 0.5
3D on
Udacity
MAE
3D on
Urban Hyperspectral Image
10°5 cm
3D on
VME & CDSI
mAP50
3D on
VggFace2
PSNR
3D on
Vimeo-90K
Average PSNR
3D on
Virtual KITTI 2
mAP@0.3
mAP@0.5
Delta < 1.25
RMSE
absolute relative error
3D on
VisDrone - 10% labeled data
COCO-style AP
3D on
VisDrone - 5% labeled data
COCO-style AP
3D on
VisDrone- 1% labeled data
COCO-style AP
3D on
VoxCeleb2 - 32-shot learning
FID
3D on
WAF
AP
AOP
3D on
WIDER FACE
Average Top-1 Accuracy
3D on
WIDER Face
Average Precision
GFLOPs
3D on
Walker, walk (DMControl100k)
Score
3D on
Walker, walk (DMControl500k)
Score
3D on
Waymo 2D detection all_ns test
AP/L2
3D on
WebFace
PSNR
3D on
XQLFW
Accuracy
3D on
YT-BB
mAP
3D on
^(#$!@#$)(()))******
10%
0..5sec
3D on
acrobot.swingup
Return
3D on
ball_in_cup.catch
Return
3D on
cartpole.balance
Return
3D on
cartpole.swingup_sparse
Return
3D on
finger.spin
Return
3D on
finger.turn_easy
Return
3D on
fish.swim
Return
3D on
hopper.hop
Return
3D on
hopper.stand
Return
3D on
humanoid.run
Return
3D on
manipulator.insert_ball
Return
3D on
manipulator.insert_peg
Return
3D on
nuScenes Cars
AP 2.0m
AP 0.5m
AP 1.0m
AP 4.0m
ATE
ASE
AOE
3D on
nuScenes-C
mean Corruption Error (mCE)
3D on
nuScenes-F
AP
AP50
AP75
AR
ARI
ARm
ARs
3D on
nuScenes-FB
AP
AP50
AP75
AR
ARI
ARm
ARs
3D on
pendulum.swingup
Return
3D on
quadruped.run
Return
3D on
quadruped.walk
Return
3D on
reacher.easy
Return
3D on
reacher.hard
Return
3D on
walker.run
Return
3D on
Static Facial Expressions in the Wild
Accuracy
3D on
01/01/19679682867
0S
10 Images, 1*1 Stitching, Exact Accuracy
3D on
10,000 People - Human Pose Recognition Data
0-shot MRR
3D on
AFLW-PIFA (21 points)
NME
3D on
AFLW-PIFA (34 points)
NME
3D on
Barrett’s Esophagus
Mean Accuracy
3D on
CAFR
Accuracy
3D on
CUHK
FSIM
SSIM
3D on
Cohn-Kanade
Accuracy
3D on
Common Voice Estonian
0S
3D on
Custom FINNgers
1:1 Accuracy
3D on
DOTA 1.0
mAP
3D on
ExDark
mAP
3D on
FG-NET
Accuracy
3D on
FLIC Elbows
PCK@0.2
3D on
FLIC Wrists
PCK@0.2
3D on
HOD
0-shot MRR
3D on
IBUG
Mean Error Rate
3D on
KITTI-C
mean Corruption Error (mCE)
3D on
LS3D-W Balanced
AUC0.07
3D on
Labeled Faces in the Wild
Accuracy
3D on
MAFA
MAP
3D on
MPII Multi-Person
mAP@0.5
AP
3D on
Real-World Affective Faces
Accuracy
3D on
Realtor360
3DIoU
3D on
Rebar Head
F1
3D on
SAR-AIRcraft-1.0
Average mAP
3D on
STN PLAD
mAP
3D on
Scan2CAD
Average Accuracy
3D on
YouTube Faces DB
Accuracy
3D on
วีเค..!! ชมคลิป ‘ไอซ์ ปรีชญา’ ลืมปิดถ่ายทอดสดขณะอาบน้ำ โด
0-shot MRR