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SotA/Methodology/3D

3D

2044 benchmarks0 papers

Benchmarks

3D on nuScenes

NDSmAPmATEmASEmAOEmAVEmAAEAP(l)AP(m)AP(s)AP50AP75AP85ARAR(l)AR(m)AR(s)MAP

3D on COCO test-dev

box mAPAP50APLAP75APMAPSAPARParams (M)AR50ARMARLAR75GFLOPsAccuracy (%)Hardware BurdenOperations per network pass

3D on COCO minival

box APAP50AP75APLAPSAPMParams (M)AP

3D on Human3.6M

Average MPJPE (mm)Frames NeededPA-MPJPEAverage MPJPE (mm) @ 400msAverage MPJPE (mm) @ 1000 msNumber of ViewsNumber of Frames Per ViewAPDADEFDEMMADEMMFDEMAR, walking, 400msMPJPEAverage PMPJPE (mm)MAR, walking, 1,000msCMDFIDAngular ErrorMPVE (mm)MRPEN-MPJPEP-MPJPEUsing 2D ground-truth jointsAcceleration ErrorAverage MPJPE (mm) for occluded JointsExpected Calibration ErrorAverage NDMS at 4s Multi-View or MonocularUse Video SequenceNeed Ground Truth 2D Pose2D detector3D Annotations

3D on 3DPW

PA-MPJPEMPJPEMPVPEAcceleration ErrorAverage MPJPE (mm) 1000 msecNumber of parameters (M)PCK@0.2FLOPs (G)FDE@1000ms (mm)FDE@560ms (mm)FDE@720ms (mm)FDE@880ms (mm)

3D on MPI-INF-3DHP

PCKMPJPEAUCPA-MPJPEAcceleration Error3DPCK

3D on MSU Super-Resolution for Video Compression

BSQ-rate over ERQABSQ-rate over PSNRBSQ-rate over MS-SSIMBSQ-rate over LPIPSBSQ-rate over VMAFBSQ-rate over Subjective Score

3D on COCO (Common Objects in Context)

box APFPS (V100, b=1)APTest APValidation APMAPAP 0.5ARAPLAPMmPC [AP]rPC [%]AP50AP75GFlopsAverage RecallFPS

3D on KITTI Eigen split

absolute relative errorDelta < 1.25RMSEDelta < 1.25^2Delta < 1.25^3RMSE logSq RelNumber of parameters (M)Square relative error (SqRel)

3D on NYU-Depth V2

RMSEabsolute relative errorDelta < 1.25Delta < 1.25^2Delta < 1.25^3log 10RMSmAP

3D on KITTI Eigen split unsupervised

absolute relative errorRMSESq RelRMSE logDelta < 1.25Delta < 1.25^2Delta < 1.25^3Test framesResolutionMono

3D on MSU Video Upscalers: Quality Enhancement

SSIMPSNRLPIPSVMAF

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)NMEMean Error Rate1-of-100 Accuracy

3D on PASCAL VOC 2007

MAPFPSAP50mPC [AP50]rPC [%]Unknown RecallWIA-OSEmAP@50mAP@50-95box AP

3D on COCO-O

Average mAPEffective Robustness

3D on WIDER Face (Hard)

AP

3D on MuPoTS-3D

3DPCKMPJPEAUC

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

APAP50AP75APLAPMAPSParam.

3D on NYUv2

mIoU

3D on ImageNet VID

MAP

3D on MS-COCO (10-shot)

AP

3D on ScanNetV2

mAP@0.25mAP@0.5absolute relative errorDelta < 1.25

3D on MSCOCO

AP 0.5APmAP @0.5:0.95Average mAPmAPmAP@50

3D on MSU Video Super Resolution Benchmark: Detail Restoration

Subjective scoreERQAv1.01 - LPIPSSSIMQRCRv1.0PSNRFPS

3D on OCHuman

Validation APTest APAP50AP75

3D on PASCAL VOC 2012 test

MAPBounding Box AP

3D on DUTS-TE

MAEmax F-measureS-Measuremean F-Measuremean E-MeasureWeighted F-Measure

3D on FreiHAND

PA-MPVPEPA-MPJPEPA-F@5mmPA-F@15mm

3D on HumanEva-I

Mean Reconstruction Error (mm)APD@2000msADE@2000msFDE@2000msMMADE@2000msMMFDE@2000ms

3D on H3WB

Average MPJPE (mm)MPJPE

3D on SUN-RGBD val

mAP@0.25mAP@0.5Inference Speed (s)MAP

3D on Panoptic

Average MPJPE (mm)Geodesic Error (GE)

3D on RAF-DB

Overall AccuracyAvg. Accuracy

3D on SemanticKITTI

mIoU

3D on KITTI Cars Moderate

AP MediumAP75AP

3D on LVIS v1.0

AP novel-LVIS base trainingAP novel-Unrestricted open-vocabulary training box AP

3D on LineMOD

Mean ADDAccuracy (ADD)Mean IoUMean ADD-SAccuracy

3D on Vid4 - 4x upscaling

PSNRSSIMMOVIE

3D on WIDER Face (Easy)

AP

3D on CrowdPose

AP HardmAP @0.5:0.95AP MediumAP EasyAPAP50AP75APMTestFPS

3D on NJU2K

Average MAES-Measuremax F-Measuremax E-Measure

3D on Shelf

PCP3DMPJPE

3D on CAMO-FS

box AP

3D on MS-COCO (30-shot)

AP

3D on AFLW2000

MAEGeodesic Error (GE)Error rateMAE_tMAEV

3D on DIS-VD

max F-MeasureS-Measureweighted F-measureMAEE-measureHCE

3D on DTU

OverallAccComp

3D on REALY

all@nose@mouth@forehead@cheek

3D on HO-3D v2

PA-MPJPE (mm)PA-MPVPEF@5mmF@15mmAUC_JAUC_VST-MPJPEPA-MPJPEOMEADD-SAverage MPJPE (mm)

3D on DIS-TE1

max F-MeasureS-Measureweighted F-measureMAEE-measureHCE

3D on DIS-TE2

max F-MeasureS-Measureweighted F-measureMAEHCEE-measure

3D on DIS-TE3

max F-Measureweighted F-measureMAES-MeasureE-measureHCE

3D on DIS-TE4

max F-Measureweighted F-measureMAEE-measureS-MeasureHCE

3D on LFW

AccuracyMParamsMFLOPsFNMR [%] @ 10-3 FMRBFARBFRRFRR@FAR(%)F1-scorePrecisionRecallEqual Error RateAccuracy (%)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_tMAEV

3D on AFLW-19

NME_diag (%, Full)NME_diag (%, Frontal)NME_box (%, Full)AUC_box@0.07 (%, Full)

3D on AGORA

B-NMVEB-NMJEB-MVEB-MPJPEFB-NMVEFB-MVEF-MVEFB-NMJEFB-MPJPEF-MPJPELH/RH-MVELH/RH-MPJPE

3D on DexYCB

Average MPJPE (mm)Procrustes-Aligned MPJPEMPVPEPA-MPVPEOCEVAUCPA-VAUCMCEADD-S

3D on CFP-FP

AccuracyMParamsMFLOPs

3D on CrowdHuman (full body)

APmMRRecall

3D on KITTI Cars Hard

Average Orientation SimilarityAPAP Hard

3D on REALY (side-view)

all@nose@mouth@forehead@cheek

3D on nuScenes Camera Only

NDSFuture Frame

3D on AgeDB-30

AccuracyMParamsMFLOPs

3D on DUT-OMRON

MAES-MeasureF-measuremean F-Measuremean E-MeasureWeighted F-Measure

3D on Stanford2D3D Panoramic

RMSEabsolute relative error3DIoUCorner ErrorPixel Error

3D on Vid4 - 4x upscaling - BD degradation

PSNRSSIM

3D on CAMO

MAEWeighted F-MeasureS-MeasureE_{\phi}S_{\alpha}F_{\beta}

3D on FER2013

Accuracy

3D on NYU Hands

Average 3D ErrorFPS

3D on NoW Benchmark

Median Reconstruction ErrorMean Reconstruction Error (mm)Stdev Reconstruction Error (mm)

3D on Adience Age

Accuracy (5-fold)

3D on Artaxor

mAP

3D on CPPE-5

box APAP50AP75APSAPMAPL

3D on Campus

PCP3DMean mAP

3D on FBMS-59

S-MeasureMAX F-MEASUREAVERAGE MAEMAX E-MEASURE

3D on LVIS v1.0 val

APbox APAPrAPcAPfbox APrAP50AP75

3D on PCOD_1200

S-Measure

3D on SIP

Average MAES-Measuremax E-Measuremax F-Measure

3D on UODD

mAP

3D on COCO 2017

mAPAPAP50AP75APMAPM50APM75Mean mAP

3D on DIOR

mAPAP50

3D on ICVL Hands

Average 3D ErrorFPS

3D on Manga109-s 15test

COCO-style AP

3D on Waymo 2D detection all_ns f0val

COCO-style AP

3D on BEAT2

FGDMSE

3D on ECSSD

MAES-MeasureF-measuremean F-Measuremean E-MeasureWeighted F-MeasureF-Score

3D on FER+

Accuracy

3D on GRAZPEDWRI-DX

AP50F1-scoremAPFracture Sensitivity

3D on HKU-IS

MAES-MeasureF-measuremean F-Measuremean E-MeasureWeighted F-MeasureF-Score

3D on HRSOD

S-Measuremax F-MeasureMAEmBA

3D on NLPR

S-MeasureAverage MAEmax F-Measuremax E-Measure

3D on PKU-DDD17-Car

mAP50

3D on STERE

S-MeasureAverage MAEmax F-Measuremax E-Measure

3D on Total Capture

Average MPJPE (mm)MPJPE

3D on UTKFace

MAEAccuracy (%)

3D on CACD

MAE

3D on Cityscapes

mPC [AP]RMSERMSE logAbsolute relative error (AbsRel)Square relative error (SqRel)

3D on DES

S-MeasureAverage MAEmax F-Measuremax 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

MAES-MeasureF-measuremean F-Measuremean E-MeasureWeighted F-MeasureF-Score

3D on USB (Standard USB 1.0 protocol)

mCAP

3D on Watercolor2k

MAPMAP

3D on COD

S-MeasureWeighted F-MeasureMAE

3D on DAVIS-S

S-measureF-measureMAEmBA

3D on DSEC

mAP

3D on DWD

mPC [AP50]

3D on SFCHD

mAP@0.5:0.95mAP@0.50

3D on Trillion Pairs Dataset

Accuracy

3D on UHRSD

S-Measuremax F-MeasureMAEmBA

3D on COCO val2017

APARAP50AP75Bounding Box AP

3D on DAVIS-2016

S-MeasureAVERAGE MAEMAX E-MEASUREMAX F-MEASURE

3D on FaceForensics++

poseID retrievalAUCFIDSSIMlandmarksperceptual lossverificationexp embedding L2LogLossexpression

3D on GEN1 Detection

mAPParams

3D on KITTI Cars Easy val

AP

3D on KITTI Cars Moderate val

AP

3D on KITTI-360

AP50AP25mIoUmAP@0.3

3D on LVIS v1.0 minival

APbox AP

3D on MORPH album2 (Caucasian)

MAE

3D on MSRA Hands

Average 3D Error

3D on REAL275

mAP 5, 5cmmAP 10, 5cmmAP 3DIou@50mAP 3DIou@25mAP 10, 10cmmAP 3DIou@75mAP 5, 2cmmAP 10, 2cmFPSRerrTerrmAP 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

APAP75ARAR50AP50

3D on AP-10K

AP

3D on Adience Gender

Accuracy (5-fold)

3D on AgeDB

MAEAccuracy

3D on BP4D

Average F1Average AUCICCAvg F1

3D on CALFW

AccuracyMParamsMFLOPs

3D on Clipark1k

mAP

3D on CoCA

S-measuremax F-measuremean E-measureMean F-measuremax E-measureMAE

3D on CoSOD3k

max E-measureS-measuremax F-measureMAEmean E-measuremean F-measure

3D on CoSal2015

max E-measureS-measuremax F-measureMAEmean E-measuremean F-measure

3D on DeepFish

mAP

3D on DeepLesion

Sensitivity

3D on ETH3D

Delta < 1.25absolute relative error

3D on FDDB

APAccuracy

3D on HInt: Hand Interactions in the wild

PCK@0.05 (New Days) AllPCK@0.05 (VISOR) AllPCK@0.05 (NewDays) VisiblePCK@0.05 (VISOR) VisiblePCK@0.05 (NewDays) OccPCK@0.05 (VISOR) OccPCK@0.05 (Ego4D) AllPCK@0.05 (Ego4D) VisiblePCK@0.05 (Ego4D) Occ

3D on KITTI Cars Hard val

AP

3D on MORPH Album2

MAEMAE (2 shot)MAE (4 shot)MAE (8 shot)MAE (16 shot)CSRank-1 Recognition Rate

3D on NEU-DET

mAP

3D on ViSal

S-Measuremax E-measureAverage MAE

3D on Wildtrack

MODAMODPRecall

3D on YCB-Video

ADDS AUCMean ADDMean ADD-SMean ADIADD(S) AUCMean AUCADD-S AUCADD-S (2cm)Accuracy (ADD)

3D on YouTube-VOS 2018

PSNRSSIMVFIDEwarp

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

A3DPDetection Rate

3D on CPLFW

AccuracyMFLOPsMParams

3D on DAIR-V2X-I

AP|R40(moderate)AP|R40(easy)AP|R40(hard)

3D on DAVIS

PSNRSSIMVFIDEwarpLPIPS (object)LPIPS (square)PNSR (object)SSIM (object)SSIM (square)

3D on DAVSOD-easy35

S-MeasureAverage MAEmax E-Measuremax F-Measure

3D on DIOR-R

mAP

3D on DTTD-Mobile

ADD AUCADD-S AUCAR CoUAR CHAR pCH

3D on FakeAVCeleb

ROC AUCAPAccuracy (%)

3D on HANDS 2017

Average 3D Error

3D on HRSC2016

mAP-07mAP-12

3D on IJB-B

TAR@FAR=0.0001TAR @ FAR=0.001TAR @ FAR=0.0001TAR @ FAR=1e-5TAR @ FAR=0.01MFLOPsRank-1MParamsRank-5TAR @ FAR=1e-3TAR @ FAR=1e-4Accuracy

3D on KITTI Depth Completion Validation

RMSE

3D on MAFL Unaligned

NME

3D on MORPH Album2 (SE)

MAE

3D on MS-COCO

mAPRecallAP

3D on MultiviewX

MODAMODPRecall

3D on SSP-3D

PVE-T-SCmIOUPVE-T

3D on SeaDronesSee

mAP@0.5mAP@0.50

3D on UA-DETRAC

mAP

3D on VOS-T

S-Measuremax E-measureAverage MAE

3D on ViCoS Towel Dataset

Best F1

3D on ASVspoof 2021

21LA EER21DF EER

3D on BTS3.1

TAR @ FAR=0.01

3D on COCO test-challenge

ARARMAPAP50AP75APLAR50AR75ARL

3D on Clipart1k

MAPMAP

3D on Comic2k

MAPmAPMAP

3D on DAVSOD-Difficult20

S-Measuremax E-measureAverage MAE

3D on DAVSOD-Normal25

S-Measuremax E-measureAverage MAE

3D on DISFA

Average F1Average AUCICCAccuracy

3D on Description Detection Dataset

Intra-scenario FULL mAPIntra-scenario PRES mAPIntra-scenario ABS mAP

3D on FGNET

MAE

3D on Florence

RMSE CooperativeRMSE IndoorRMSE OutdoorAverage 3D ErrorMean NMEMean NME

3D on HO-3D v3

PA-MPJPEPA-MPVPEAUC_JF@5mmF@15mmAUC_V

3D on MCL

S-MeasureMAX E-MEASUREAVERAGE MAEMAX F-MEASURE

3D on NYU-Depth V2 self-supervised

Root mean square error (RMSE)Absolute relative error (AbsRel)delta_1delta_2delta_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@0.25mAP@0.5Delta < 1.25RMSEabsolute relative errorDelta < 1.25^2Delta < 1.25^3log 10Inference Speed (s)

3D on SceneEgo

Average MPJPE (mm)PA-MPJPE

3D on SegTrack v2

S-MeasureAVERAGE MAEmax E-measureMAX F-MEASURE

3D on ShapeNet

IoU3DIoUChamfer DistanceF-Score@1%F-Score

3D on UAVDT

mAP

3D on UDM10 - 4x upscaling

PSNRSSIM

3D on UVSD

S-Measuremax E-measureAverage MAE

3D on Waymo Open Dataset

mAPH/L2AP/L2Latency, ms3D mAPH Vehicle (Front Camera Only)APMPJPE

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)

LPIPSVFIDPSNRSSIM

3D on ISTD

Balanced Error Rate

3D on LFSD

S-MeasureAverage MAEmax E-Measuremax F-Measure

3D on LFWA

Error Rate

3D on MS-COCO (1-shot)

AP

3D on MS-COCO-2014

AP

3D on ModelNet40

Classification AccuracyModelNet40 (Average)ModelNet40 (I)ModelNet40 (C)Mean AP

3D on NAO

mAPmAP w/o OODmAR

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

PSNRSSIM

3D on S3DIS

mAP@0.5mAP@0.25

3D on SBU / SBU-Refine

Balanced Error Rate

3D on SOC

Average MAES-Measuremean E-Measure

3D on SUN RGB-D

AP 0.5AP@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

NDSmAPNDS (val)mAP (val)

3D on waymo cyclist

APH/L2

3D on waymo pedestrian

APH/L2

3D on AFLW

MAEMean NME

3D on AI-TOD

APAP50AP75APvtAPtAPsAPmmAP50mAP@50-95

3D on Argoverse

AVG-CDS

3D on BigDetection val

APAP50AP75

3D on CASIA-WebFace+masks

Accuracy

3D on CHAMELEON

S-measureweighted F-measureMAE

3D on COCO-WholeBody

keypoint APAPAP50AP75APLAPM

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-errorMAE

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

AP50AP

3D on MLFW

Accuracy

3D on Make3D

RMSEAbs RelSq Rel

3D on Mid-Air Dataset

Abs RelRMSE logRMSESQ RelAuSE on Abs RelAuSE on RMSE log

3D on NC4K

S-measureweighted F-measureMAE

3D on PASCAL Face

AP

3D on PeopleArt

mAP@0.5mAPmAP@0.75MAP

3D on STCrowd

AP

3D on ShapeNetCore

3DIoU

3D on Surreal

MPJPEPA-MPJPEPVEPCK

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/L2L1 mAPAP

3D on 3D Poses in the Wild Challenge

MPJPEMPJAE

3D on AFLW-Full

Mean NME Mean NMENME

3D on AIST++

MPJPEAcceleration ErrorSingle-view

3D on AMASS

Average MPJPE (mm) 1000 msecADEFDEAPDFDE@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 ErrorFDD

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-MAEDepth-RMSEDepth-MAREDepth-LRCEDisp-MAEDisp-RMSEDisp-MAREDisp-LRCE

3D on ITOP top-view

Mean mAP

3D on J-HMDB

Mean PCK@0.2Mean PCK@0.1Mean PCK@0.05

3D on KITTI Cars Easy

APAP Easy

3D on KITTI Cyclists Moderate

AP50AP

3D on LVIS v1.0 test-dev

APAP50AP75APrAPcAPf

3D on MPII Single Person

PCKh@0.5PCKh@0.1

3D on ODinW

Average Score

3D on OPV2V

AP@0.7@DefaultAP@0.7@CulverCityAP50

3D on OVAD benchmark

mean average precision

3D on PanoContext

3DIoU

3D on Pix3D

CDR@1R@16R@2R@32R@4R@8EMDPercentage correctIoU

3D on PoPArt

mAPmAP@0.5mAP@0.75

3D on RGBD135

Average MAES-Measuremax F-Measuremax E-Measure

3D on SKU-110K

APAP75

3D on SOD4SB Private Test

AP50

3D on SOD4SB Public Test

AP50

3D on SiW-Enroll5

AUC

3D on SimBEV

SDSmAPmATEmAOEmASEmAVE

3D on UPenn Action

Mean PCK@0.2

3D on Ultra Video Group HD - 4x upscaling

Average PSNR

3D on V2X-SIM

mAPmATEmASEmAOE

3D on VisDrone-DET2019

AP50APAPvtAPtAPsAP75FPSAPm

3D on iSAID

Average Precision

3D on mebeblurf

AccuracyMAEFNMR [%] @ 10-3 FMREqual 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 retrievalexp embedding L2poseGTEMean NMENMEMean NME Balanced NME (2D Sparse Alignment)Mean NME(3D Dense Alignment)

3D on ARKitScenes

mAP@0.25mAP@0.5

3D on Aria Everyday Objects

mAP

3D on Aria Synthetic Environments

MAPAccuracyCompletenessPrecisionRecall

3D on COFW-68 (300WLP)

NME (box)AUC@7

3D on DCM

Average PrecisionAbs RelRMSERMSE logSq Rel

3D on DDAD

RMSEabsolute relative errorRMSE logSq RelDelta < 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 ErrorLPIPS

3D on FERPlus

Accuracy(pretrained)

3D on FFHQ 256 x 256

FIDKID

3D on FFHQ 512 x 512 - 16x upscaling

FIDLPIPSNIQE

3D on FaceScape

NME

3D on Fish-100

mAP

3D on HICO-DET

MAP

3D on HQVI (480p)

LPIPSVFIDPSNRSSIM

3D on IBims-1

δ1.25RMSEORDD3Rabsolute relative error

3D on IJB-C

TAR @ FAR=1e-3TAR @ FAR=0.01MFLOPsMParamsTAR @ FAR=1e-2Rank-1Rank-5TAR @ FAR=1e-6TAR @ FAR=1e-5TAR @ FAR=1e-4training datasetmodel

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 HardAverage Precision

3D on KITTI Pedestrian Hard val

AP

3D on KITTI Pedestrian Moderate val

AP

3D on KITTI2015

three pixel error three pixel errorD1-all AllD1-all Noc

3D on MP-IDB

AP

3D on MVSEC

Mean Squared ErrorLPIPS

3D on Manga109

Average Precision

3D on Marmoset-8K

mAP

3D on MoCA-Mask

S-measureweighted F-measureMAEmDicemIoU

3D on ModelNet10

Accuracy

3D on OULU-NPU

ACERHTER

3D on PRO-teXt

F1CDCMD

3D on PoseTrack2018

Mean mAP

3D on RICH

MPJPEPA-MPJPEMPVPEBoSE

3D on Relative Human

PCDRPCDR-BabyPCDR-KidPCDR-TeenPCDR-AdultmPCDK

3D on Replay-Attack

EERHTER

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

NDSmAP

3D on UBody

PVE-AllPVE-HandsPVE-FacePA-PVE-AllPA-PVE-HandsPA-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@0.25mAP@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=0.001TAR @ FAR=0.01

3D on CASIA NIR-VIS 2.0

TAR @ FAR=0.001

3D on CGFIQA-40k

PLCCSRCC

3D on COD10K

E_{\phi}MAES_{\alpha}F_{\beta}

3D on CUFS

FIDNLDAFSIMSSIM

3D on CatFLW

NME

3D on CelebAMask-HQ

FIDIS

3D on ChaLearn 2016

e-errorMAE

3D on Color FERET

FNMR [%] @ 10-3 FMRPearson Correlation5-class test accuracy

3D on Common Objects in 3D

Avg. F1

3D on DIODE

Delta < 1.25^3Delta < 1.25Delta < 1.25^2

3D on DOTA

mAP

3D on FAIR1M-2.0

mAP

3D on FairFace

gender-top1age-top1race-top1

3D on Falling Objects

SSIMPSNRTIoU

3D on Filtered NTU RGB+D

MSEMAE

3D on FlickrLogos-32

MAP

3D on GSO

Chamfer DistanceIoUF-Score

3D on GTA-IM Dataset

Path ErrorPose Error

3D on Google Objectron

Average Precision at 0.5 3D IoUMPEAP at 15' Azimuth errorAP 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) @ 400msAverage MPJPE (mm) @ 1000msLast Frame MPJPE (mm) @ 400msLast Frame MPJPE (mm) @ 1000msAverage MPJPE (mm)

3D on IJB-A

TAR @ FAR=0.001TAR @ FAR=0.1TAR @ FAR=0.01Accuracy

3D on KITTI Pedestrian Easy

AP EasyAverage Precision

3D on KITTI Pedestrian Moderate

AP MediumAverage Precision

3D on LRS2

FIDLSE-DLSE-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 FMRMAEAccuracy (%)

3D on MultiScan

mAP@0.25mAP@0.5

3D on ODinW-13

Average Score

3D on ODinW-35

Average Score

3D on OoDIS

APAP50

3D on Oulu-CASIA NIR-VIS

TAR @ FAR=0.001TAR @ FAR=0.01

3D on PASCAL VOC 2012, 60 proposals per image

Average Recall

3D on PIQ23

SRCCPLCCKRCCMAE

3D on Pascal VOC to Clipart1K

mAP

3D on PoseTrack2017

Mean mAP

3D on SOD

MAEF-measure

3D on ScanNet++

mAP@0.25mAP@0.5

3D on SkiPose

MPJPEP-MPJPECPSPCK

3D on StanfordExtra

PCK@0.1

3D on TbD

SSIMPSNRTIoU

3D on TbD-3D

SSIMPSNRTIoU

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

PSNRSSIM

3D on VoxCeleb2 - 1-shot learning

CSIMLPIPSNormalized Pose ErrorSSIMinference time (ms)FID

3D on WiderPerson

APmMR

3D on Xiph HD - 4x upscaling

Average PSNR

3D on aiMotive Dataset

BEV AP@0.3 HighwayBEV AP@0.3 NightBEV AP@0.3 RainBEV AP@0.3 Urban

3D on bFFHQ

Bias-Conflicting Accuracy

3D on eBDtheque

Abs RelRMSERMSE logSq Rel

3D on sceneflow

Average End-Point ErrorEPE

3D on xView

AP50

3D on RF-MMD

mAP (@0.1, Through-wall)mAP (@0.1, Visible)

3D on 300-VW (C)

AUC0.08 privateAUC0.07

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

GTECVGTCE

3D on 3R-Scan

Top-10 AccuracyTop-5 Accuracy

3D on AFLW-Front

Mean NMEMean 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)

APsAP

3D on Argoverse2

mAP

3D on BRACE

Average PrecisionAverage Recall

3D on CACDVS

Accuracy

3D on CAMERA25

mAP 10, 10cmmAP 10, 5cmmAP 3DIou@25mAP 3DIou@50mAP 5, 5cm

3D on CASIA-MFSD

EERHTER

3D on COCO

Validation APboxAPboxAP50boxAP75box APTest APAP

3D on COCO 2017 (Electronic, Indoor, Kitchen, Furniture)

MAP

3D on COCO 2017 (Outdoor, Accessories, Appliance, Truck)

Unknown RecallMAPWIA-OSE

3D on COCO 2017 (Sports, Food)

Unknown RecallMAPWIA-OSE

3D on COCO VOC to non-VOC

AR100

3D on CUFSF

FIDNLDAFSIMSSIM

3D on Camouflaged Animal Dataset

S-measureweighted F-measureMAEmDicemIoU

3D on Carl

Rank-1

3D on Chameleon

E_{\phi}F_{\beta}MAES_{\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

AUCLogLoss

3D on DHP19

MPJPE3DGFLOPsMPJPE2DParams (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% FARGAR @1% FARGAR @0.1% FAR ImpersonationGAR @0.1% FAR ObfuscationGAR @0.1% FAR OverallGAR @1% FAR ImpersonationGAR @1% FAR ObfuscationGAR @1% FAR OverallGAR @10% FAR

3D on Disguised Faces in the Wild 2019

GAR @0.01% FAR ImpersonationGAR @0.01% FAR ObfuscationGAR @0.01% FAR OverallGAR @0.01% FAR Plastic SurgeryGAR @0.1% FAR ImpersonationGAR @0.1% FAR ObfuscationGAR @0.1% FAR OverallGAR @0.1% FAR Plastic Surgery

3D on Drone vs Bird

AP50AP50lAP50mAP50s

3D on EgoBody

Average MPJPE (mm)PA-MPJPEMPVPEPA-MPVPE

3D on FERG

Accuracy

3D on FotW Gender

Accuracy (%)

3D on GMVD

MODARecall

3D on Gaming 3D (G3D)

MSEMAE

3D on Geometric Pose Affordance

MPJPEPCK3D (CA)PCK3D (CS)MPJPE (CA)MPJPE (CS)PCK

3D on HQVI (2K)

LPIPSVFIDPSNRSSIM

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 errorAverage Orientation Similarity

3D on KITTI 2015

Absolute relative error (AbsRel)Sq RelD1-all AllD1-all NocAverage End-Point ErrorRMSE

3D on KITTI Cyclist Easy

AP Easy

3D on KITTI Cyclist Hard

AP Hard

3D on KITTI Cyclist Moderate

AP Medium

3D on LAGENDA

MAEAccuracy

3D on LFW (Online Open Set)

Average Accuracy (10 times)

3D on LLFF

CLIP

3D on LRS3

FIDLSE-CLSE-D

3D on LRW

FIDLSE-CLSE-DLMDSSIM

3D on MEBeauty

MAERoot 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 < 1.25Delta < 1.25^2Delta < 1.25^3Average PSNRmean absolute errorRMSE

3D on Middlebury 2014

ORD D3RRMSEδ1.25

3D on OCCLUSION

MAP

3D on ODinW Full-shot 35 Tasks

AP

3D on ONCE

mAP

3D on OPT

AUC

3D on Objects365

mask AP50AP

3D on OccludedLINEMOD

Mean ADD

3D on OpenImages-v4

mask AP50AP 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%

APAP50AP75

3D on PASCAL VOC to Comic2k

mAP

3D on PASCAL VOC to Watercolor2k

mAp

3D on SA-Det-100k

APAP50AP75APSAPMAPL

3D on SCUT-FBP

MAE

3D on SIXray

1 in 10 R@5

3D on SK-LARGE

F-Measure

3D on SPEC-MTP

W-MPJPEW-PVE

3D on ScanNet

RMSEabsolute relative error3DIoUChamfer DistanceL1

3D on SpaceNet 2

F1 Score (Avg. over Cities)

3D on Spiideo SoccerNet SynLoc

mAP-LocSimFrameAccuracyF1

3D on SynthEVox3D-Tiny

A-mIoU

3D on T-LESS

Mean RecallRecall (VSD)

3D on TED-talks

AEDAKDL1MKR

3D on Tai-Chi-HD (256)

AEDAKDL1MKR

3D on Tai-Chi-HD (512)

AEDAKDL1MKR

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

AEDAKDL1

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 AREARE-ERARE-FRARE-MRARE-CR

3D on YouTube-VOS

LPIPSPSNRPSNR (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-measureS-measuremax F-measureMAE

3D on walker.stand

Return

3D on walker.walk

Return

3D on waymo all_ns

APH/L2

3D on !(()&&!|*|*|

0L0..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

eREeTE

3D on 3DMatch Benchmark

Average Recall

3D on 3DOH50K

Average PA-MPJPE (mm)

3D on 3DPeople

ChamferIoUNormal ConsistencyP2S

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 IOUDice Score

3D on A2D

Mean IoU

3D on ADE20K

mIoU

3D on AFLW-LFPA

NMEMean 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

AccuracyUAR

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

AccuracyCompletenessPrecision

3D on BDD100K

MAP

3D on BDD100K val

mAP@0.5Accuracy

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

UF1UAR

3D on CASPAPaintings

Mean mAP

3D on CFP-FF

Accuracy

3D on CHALL H80K

MPJPE

3D on CIFAKE: Real and AI-Generated Synthetic Images

AUCValidation 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 Accuracy24x24 Accuracy32x32 Accuracy48x48 Accuracy

3D on COCO 1% labeled data

Person Keypoint AP

3D on COCO+

mAR (COCO+ XS)

3D on COCO-Mix

unknown F1 scoreunknown-AP

3D on COCO-OOD

unknown F1 scoreunknown-AP

3D on COCOFake

AUCAccuracy

3D on CREMA-D

UAREmoAccFIDLSE-C

3D on CUB-200-2011

FID

3D on CarFusion

3DPCKPCK

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

MOSMS-SSIMPSNRSSIM

3D on CelebA Aligned

MOSMS-SSIMPSNRSSIM

3D on CelebV-HQ

AUCAccuracy

3D on Cheetah, run (DMControl100k)

Score

3D on Cheetah, run (DMControl500k)

Score

3D on CityPersons

mMR

3D on Cityscapes 3D

mDSRMSE

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

APMR^-2

3D on DFFD

AUCAccuracy

3D on DIML Outdoor

Delta < 1.25RMSEabsolute relative error

3D on DIODE Indoor

Delta < 1.25RMSEabsolute relative error

3D on DIODE Outdoor

Delta < 1.25RMSEabsolute relative error

3D on DVS128 Gesture

Accuracy (% )

3D on DVSMOTION20

F-Measure

3D on DeepTrash

mAP

3D on Dense Fog

mod. Car AP@.5IoUmod. Cyclist AP@.25IoUmod. Pedestrian AP@.25IoUmod. 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

SSIMLPIPSPSNR

3D on FFHQ 512 x 512 - 4x upscaling

FID

3D on FLIR

AP 0.5

3D on FaceForensics

DFFSFSFNTRealTotal 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

MPJPEMPVPEPA-MPJPEPA-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 < 1.25RMSEabsolute relative error

3D on ICVL

Error (mm)

3D on IIIT-D Viewed Sketch

TAR @ FAR=0.01

3D on IRV2V

AP50AP70

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

FPSPDJ@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

APAP 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-ALLMFR-MASKAfricanCaucasianSouth AsianEast 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 RateHTER

3D on MUSES: MUlti-SEnsor Semantic perception dataset

AP

3D on Market-HQ

FID

3D on Matterport3D

Abs RelDelta < 1.25Delta < 1.25^2Delta < 1.25^3RMSEabsolute errorabsolute 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@0.5:0.95AP@0.5AP@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)

MAPFPS

3D on PASCAL VOC 2012 val

MAP

3D on PKU-DDD17-Car

mAP50

3D on PhysioNet Challenge 2021

Mean absolute errorMean Squared ErrorMean 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

PSNRSSIM

3D on STARE

AUC

3D on STB

AUC

3D on SUN-Mem

AP50AUPRCAUROC

3D on ShapeNetCore 55

Mean AP

3D on Simple Humanoid

Score

3D on Songdo Vision

PrecisionRecallmAP@50mAP@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-2DIoU-3DVSS-2DVSS-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 < 1.25MAERELRMSEdelta < 1.05delta < 1.10

3D on TransProteus

R2

3D on UASOL

RMSE

3D on UAVVaste

AP50

3D on USC-GRAD-STDdb

APAP 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@0.3mAP@0.5Delta < 1.25RMSEabsolute 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

APAOP

3D on WIDER FACE

Average Top-1 Accuracy

3D on WIDER Face

Average PrecisionGFLOPs

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 2.0mAP 0.5mAP 1.0mAP 4.0mATEASEAOE

3D on nuScenes-C

mean Corruption Error (mCE)

3D on nuScenes-F

APAP50AP75ARARIARmARs

3D on nuScenes-FB

APAP50AP75ARARIARmARs

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

0S10 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

FSIMSSIM

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@0.5AP

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