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Pose & Action Estimation
Estimating human body pose (keypoint locations) and recognizing human actions or activities from images or videos.
Leaderboard
66 models total
Benchmarks
Something-Something (V2)
MSNet-R50En (8+16 ensemble, ImageNet pretrained)
Charades
TokenLearner
Kinetics-600
MViT-B-24, 32x3
COCO test-dev
HigherHRNet (HR-Net-48)
HICO-DET
CDN (ResNet101)
HMDB-51
MSQNet
Kinetics-Skeleton dataset
PoseC3D (SlowOnly-346)
AVA v2.2
VideoMAE (K700 pretrain+finetune, ViT-L, 16x4)
Kinetics-700
ActivityNet-1.3
AVFusion
COCO
OmniPose (WASPv2)
CholecT50 (Challenge)
Team Trequartista
AFLW2000
OpNet
N-UCLA
DSCNet (RGB + Pose)
NTU RGB+D 120
Diving-48
THUMOS-14
3C-Net
Volleyball
PoseC3D (Pose Only)
ActivityNet
Text4Vis (w/ ViT-L)
AP-10K
ViTPose+-H
CrowdPose
BUCTD-W48 (w/cond. input from PETR, and generative sampling)
PoseTrack2017
Breakfast
HMDB51 (finetuned)
BraVe:V-FA (TSM-50x2)
COCO-val2017
MogaNet-B (384x288)
Human-Art
UniPose
Deep-Fashion
DIOR
AIC
DHG-14
RWTH-PHOENIX-Weather 2014 T
MSKA-SLT
SBU
ISTA-Net
AViD
TokenLearner
COCO-WholeBody
FineAction
BMN (i3d feaure)
NTU-60
Assembly101
EV-Action
TCN (Skeleton Kinect)
MPII Multi-Person
AlphaPose
Multi-THUMOS
MLAD
NTU RGB+D
NTU RGB+D 60
SYSU 3D
SGN
CAD-120
CSL-Daily
TwoStream-SLT
HICO
DEFR
Human3.6M
LineMOD
HRNet+DSNT+BPnP
NTU-120
NTU RGB+D 120
MotionBERT (Finetune)
WLASL-2000
Animal Kingdom
Cross-Task
VideoCLIP
DHG-28
FPPR-PCD
Florence 3D
IEMOCAP-4
PATHOSnet v2
PASCAL-Part
CDCL+Pascal
PKU-MMD
TriMouse-161
BUCTD-CoAM-W48 (DLCRNet)
UT-Kinect
Temporal Subspace Clustering
WLASL100
Youtube INRIA Instructional
HVQ
4D-DRESS
Graphonomy_Inner
AFLW
MNN
Charades-Ego
LaViLa (Finetuned, TimeSformer-L)
COCO test-challenge
MSPN+*
Collective Activity
Gaming 3D (G3D)
MSR Daily Activity3D dataset
NTU Hand Digit
GestureGAN
PoseTrack2018
RWF-2000
Senz3D
CholecT45 (cross-val)
COCO minival
HRNet-W48plus
EgoGesture
ResNeXt-101
H2O
IKEA-ASM
HVQ
NVGesture
MTUT
NW-UCLA
PoPArt
HRNet-w32
THUMOS' 14
MAT (Ours) Trans
300W-Face
AVA-Speech
CNN-BiLSTM_best
BAR
Carfusion
CholecT50 (cross-val)
DAAD
DF2
EgoExoLearn
Action anticipation baseline (co-training, with gaze)
Fish-100
Fly
FPHA
H2O (2 Hands and Objects)
CHASE(STSA-Net)
HDM05
Humans-5K
KPT-5
MacaquePose
Marmoset-8K
MSR-Action3D
Temporal K-Means Clustering + Temporal Subspace Clustering
OneHand10K
PoseTrack21
SALSA
SubdivNet
UT
VIVA Hand Gestures Dataset
MTUT
WLASL
ActivityNet-1.2
W-TALC
Airport
BEHAVE
Bit
Brain4Cars
ChaLearn val
CholecT45
Rendezvous
COCO-Val
Cora
Countix
RepNet
Disease
EGTEA
Filtered NTU RGB+D
GTA-IM Dataset
Xing et al.
Kinetics-Skeleton
LboroHAR
LSA16
MAMEM-SSVEP-II
Market-1501
Progressive Pose Attention
MPI-Sintel
MPII
MSRC-12
NTU-RGB+D 120
OAD dataset
ESTIE + VGG16 (transfer-learning)
PAMAP2
Selective HAR Clustering
PKU-MMD II
Pubmed
Real Life Violence Situations Dataset
DeVTr
RepCount
ESCounts
TTStroke-21 ME22
RGB and PRGB
UCF-101
R3D-18
UPenn Action
UNIK
UWA3D
VA-fusion (aug.)
WEAR
50-Salads
TOT+TCL
AIDE
Ambiguious-HOI
DJ-RN
BRACE
HRNet fine-tuned on BRACE
Café
Cambridge
Key Frames + Feature Fusion
COCO 2017 val
LOGO-CAP (Ours) HRNet-W48
COCO-UniHuman
CrowdPose testing set
DensePose-COCO
Parsing R-CNN + ResNext101
DNA-Rendering Dataset
Drive&Act
dyalyt
EHPT-XC
ExLPose-test
HAR
LMSS
ICVL-4
IEMOCAP
CORECT (4-class)
IndustReal
B3
IRD
JHMDB (2D poses only)
DD-Net
JRDB
Kinetics-200
Kinetics-400
Mimetics
JMRN
miniSports
Mo-capade3.0
MSASL-1000
MUSES
TemporalMaxer
NMFs-CSL
NoW
NTU-RGB+D 60
NTU-RGBD 120
NTU-RGBD 60
Nurse Care Activity Recognition Challenge
OCCLUSION
Single-shot Deep CNN
OCHuman
Okutama-Action
Penn Action
PoseTrack2021
RWTH-PHOENIX Handshapes dev set
DenseNet
Slovo
TCG-dataset
Bidirectional LSTM
TTStroke-21 ME21
UAV-Human
AlphaPose
UCFRep
ESCounts
V-COCO
QPIC + CPC
3DGait
3DPW
50-Salads
ActEV
Next
ADE20k
SCAM
AirDOS Shibuya [34]
AMASS
Animal-Pose Dataset
SuperAnimal-AnimalTokenPose
APT-36K
ASLG-PC12
Transformer Ens.
BEAHM
BJUT-3D
Ours DLDL (KL)
Bonn [31]
Bonn crowd2
Briareo
BUAA
CAPE
CapgMyo DB-a
2SRNN
CapgMyo DB-b
CapgMyo DB-c
CASME II
CelebV-HQ
ChaLean test
8-MFFs-3f1c
ChaLearn 2013
3S Net TTM
Chalearn 2014
3D-CNN + LSTM
ChaLearn 2016
Challenging-PoseTrack
CholecT40
Tripnet
CholecT50(cross-val)
CIFAR-10-LT (IF=100)
CIFAR-100-LT (IF=100)
CMU Mocap
ODMO
CMU-MOSEI-Sentiment
CMU-MOSEI-Sentiment-3
GraphSmile
CMU Multi-Modal Activity (CMU-MMAC)
CMU Panoptic + 300W-LP
6DRepNet360
COCO
CMU-Pose
Composite
CSDD
DogCentric
VTFSA
Drone-Action
EGait
EMDB
Emilya
Epic Fields
EPIC-KITCHENS
EWalk
ExLPose-LL-E
DA-LLPose
ExLPose-LL-H
ExLPose-LL-N
ExLPose-OCN
ExLPose-OCN-A7M3
ExLPose-OCN-RICOH3
FDMSE-ISL
HWGAT
Fine-Gym
HDD
Hockey
HumanAct12
HuPR
ImageNet-LT
JAAD_all
Jester test
Kinetics
Kinetics-400-LT
LIBRAS-UFOP
MA-Gait
MECCANO
SlowFast
Mediapi-RGB
Transformer Baseline
MELD
GraphSmile
MELD-Sentiment
MEXaction2
S-CNN
MGB
F-BLSTM
MICA
MINDS-Libras
MiniKinetics
MARS+RGB+Flow (16 frames)
Mixamo
MM-Fi
MM-WLAuslan
MMEW
MMHPSD
Montalbano
Temp Conv + LSTM
MPI-INF-3DHP
Pr-VIPE
MS-COCO
UniHCP (finetune)
MSR ActionPairs
Temporal Subspace Clustering
MTV-Test
NBA
Ninapro DB-1 12 gestures
Ninapro DB-1 8 gestures
Northwestern-UCLA
Northwestern University
NTU-120-LT
NTU-60-LT
NTU-C 60 xsub
NTU-Inter
NTU-Inter 120
NVGesture
PASCAL-Context
PASCAL-Person-Part
DPC
PDGait
PIE
Pointing'04
Ours DLDL (KL)
Posetics
PoseTrack2017 Val Set
PoseTrack2018 Val Set
PoseTrack2021 Val Set
ProGait
proprietary cattle behavior dataset
PSI
RA-GAR
Real-World
RoCoG-V2
SAMM
SBU
LSTM-IRN'fc1inter+intra
Skeleton-Mimetics
SmartWatch
SMG
SMIC
Sub-JHMDB
SUN-Mem
TIP-sum PPM-GGM-DDM-DF
Surreal
THP-F
Toyota Smarthome
Toyota Smarthome dataset
Trans4SOAR (Pose)
TransHuPR
TST
UCF 101
UESTC RGB-D
ODMO
unseen activities
UTD-MHAD
VIENA^2
ViMo
WAF
Generative Partition Networks
XRF55
ZJU-Mocap dataset