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Kinetics-Skeleton dataset
Zero-Shot Learning on Kinetics-Skeleton dataset
Metric: Accuracy (higher is better)
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Model name (A→Z)
#
Model
↕
Accuracy
▼
Augmentations
Paper
Date
↕
Code
1
Structured Keypoint Pooling (PPNv2 skeletons+objects)
52.3
Yes
Unified Keypoint-based Action Recognition Framew...
2023-03-27
-
2
ProtoGCN
51.9
Yes
Revealing Key Details to See Differences: A Nove...
2024-11-28
Code
3
Structured Keypoint Pooling (HRNet skeletons)
50.3
Yes
Unified Keypoint-based Action Recognition Framew...
2023-03-27
-
4
PoseC3D (SlowOnly-346)
49.1
Yes
Revisiting Skeleton-based Action Recognition
2021-04-28
Code
5
PoseC3D
47.7
Yes
Revisiting Skeleton-based Action Recognition
2021-04-28
Code
6
Structured Keypoint Pooling (PPNv2 skeletons)
43.1
Yes
Unified Keypoint-based Action Recognition Framew...
2023-03-27
-
7
HD-GCN
40.9
No
Hierarchically Decomposed Graph Convolutional Ne...
2022-08-23
Code
8
2s-AGCN+TEM
38.6
No
Temporal Extension Module for Skeleton-Based Act...
2020-03-19
-
9
DualHead-Net
38.4
No
Learning Multi-Granular Spatio-Temporal Graph Ne...
2021-08-10
Code
10
MS-G3D
38
No
Disentangling and Unifying Graph Convolutions fo...
2020-03-31
Code
11
Dynamic GCN
37.9
No
Dynamic GCN: Context-enriched Topology Learning ...
2020-07-29
Code
12
MS-AAGCN
37.8
No
Skeleton-Based Action Recognition with Multi-Str...
2019-12-15
Code
13
CGCN
37.5
No
Unifying Graph Embedding Features with Graph Con...
2020-03-06
-
14
JB-AAGCN
37.4
No
Skeleton-Based Action Recognition with Multi-Str...
2019-12-15
Code
15
ST-TR-agcn
37.4
No
Skeleton-based Action Recognition via Spatial an...
2020-08-17
Code
16
GCN-NAS
37.1
No
Learning Graph Convolutional Network for Skeleto...
2019-11-11
Code
17
AGCN (2-stream)
36.9
No
Continual Spatio-Temporal Graph Convolutional Ne...
2022-03-21
Code
18
DGNN
36.9
No
-
-
Code
19
SLnL-rFA
36.6
No
Skeleton-Based Action Recognition with Synchrono...
2018-11-10
-
20
AGCN (1-stream)
35
No
Continual Spatio-Temporal Graph Convolutional Ne...
2022-03-21
Code
21
AS-GCN
34.8
No
Actional-Structural Graph Convolutional Networks...
2019-04-26
Code
22
PeGCN
34.8
No
Predictively Encoded Graph Convolutional Network...
2020-03-17
Code
23
S-TR (2-stream)
34.7
No
Continual Spatio-Temporal Graph Convolutional Ne...
2022-03-21
Code
24
ST-GCN (2-stream)
34.4
No
Continual Spatio-Temporal Graph Convolutional Ne...
2022-03-21
Code
25
PR-GCN
33.7
No
Pose Refinement Graph Convolutional Network for ...
2020-10-14
-
26
ST-GR
33.6
No
-
-
-
27
AR-GCN
33.5
No
-
-
-
28
ST-GCN (1-stream)
33.4
No
Continual Spatio-Temporal Graph Convolutional Ne...
2022-03-21
Code
29
CoST-GCN (2-stream)
33.1
No
Continual Spatio-Temporal Graph Convolutional Ne...
2022-03-21
Code
30
CoAGCN (1-stream)
33
No
Continual Spatio-Temporal Graph Convolutional Ne...
2022-03-21
Code
31
CoS-TR (2-stream)
32.7
No
Continual Spatio-Temporal Graph Convolutional Ne...
2022-03-21
Code
32
CoST-GCN* (2-stream)
32.2
No
Continual Spatio-Temporal Graph Convolutional Ne...
2022-03-21
Code
33
S-TR (1-stream)
32
No
Continual Spatio-Temporal Graph Convolutional Ne...
2022-03-21
Code
34
CoST-GCN (1-stream)
31.8
No
Continual Spatio-Temporal Graph Convolutional Ne...
2022-03-21
Code
35
Ours-Conv-Chiral
30.9
No
Chirality Nets for Human Pose Regression
2019-10-31
Code
36
CoST-GCN* (1-stream)
30.2
No
Continual Spatio-Temporal Graph Convolutional Ne...
2022-03-21
Code
37
CoS-TR* (2-stream)
29.9
No
Continual Spatio-Temporal Graph Convolutional Ne...
2022-03-21
Code
38
CoS-TR (1-stream)
29.7
No
Continual Spatio-Temporal Graph Convolutional Ne...
2022-03-21
Code
39
CoAGCN* (2-stream)
27.5
No
Continual Spatio-Temporal Graph Convolutional Ne...
2022-03-21
Code
40
CoS-TR* (1-stream)
27.4
No
Continual Spatio-Temporal Graph Convolutional Ne...
2022-03-21
Code
41
CoAGCN* (1-stream)
23.3
No
Continual Spatio-Temporal Graph Convolutional Ne...
2022-03-21
Code
#1
Structured Keypoint Pooling (PPNv2 skeletons+objects)
SOTA
52.3
Accuracy
· Augmentations
· 2023-03-27
Unified Keypoint-based Action Recognition Framework via Structured Keypoint Pooling
#2
ProtoGCN
51.9
Accuracy
· Augmentations
· 2024-11-28
Revealing Key Details to See Differences: A Novel Prototypical Perspective for Skeleton-based Action Recognition
Code
#3
Structured Keypoint Pooling (HRNet skeletons)
50.3
Accuracy
· Augmentations
· 2023-03-27
Unified Keypoint-based Action Recognition Framework via Structured Keypoint Pooling
#4
PoseC3D (SlowOnly-346)
SOTA
49.1
Accuracy
· Augmentations
· 2021-04-28
Revisiting Skeleton-based Action Recognition
Code
#5
PoseC3D
47.7
Accuracy
· Augmentations
· 2021-04-28
Revisiting Skeleton-based Action Recognition
Code
#6
Structured Keypoint Pooling (PPNv2 skeletons)
43.1
Accuracy
· Augmentations
· 2023-03-27
Unified Keypoint-based Action Recognition Framework via Structured Keypoint Pooling
#7
HD-GCN
40.9
Accuracy
· 2022-08-23
Hierarchically Decomposed Graph Convolutional Networks for Skeleton-Based Action Recognition
Code
#8
2s-AGCN+TEM
SOTA
38.6
Accuracy
· 2020-03-19
Temporal Extension Module for Skeleton-Based Action Recognition
#9
DualHead-Net
38.4
Accuracy
· 2021-08-10
Learning Multi-Granular Spatio-Temporal Graph Network for Skeleton-based Action Recognition
Code
#10
MS-G3D
38
Accuracy
· 2020-03-31
Disentangling and Unifying Graph Convolutions for Skeleton-Based Action Recognition
Code
#11
Dynamic GCN
37.9
Accuracy
· 2020-07-29
Dynamic GCN: Context-enriched Topology Learning for Skeleton-based Action Recognition
Code
#12
MS-AAGCN
SOTA
37.8
Accuracy
· 2019-12-15
Skeleton-Based Action Recognition with Multi-Stream Adaptive Graph Convolutional Networks
Code
#13
CGCN
37.5
Accuracy
· 2020-03-06
Unifying Graph Embedding Features with Graph Convolutional Networks for Skeleton-based Action Recognition
#14
JB-AAGCN
37.4
Accuracy
· 2019-12-15
Skeleton-Based Action Recognition with Multi-Stream Adaptive Graph Convolutional Networks
Code
#15
ST-TR-agcn
37.4
Accuracy
· 2020-08-17
Skeleton-based Action Recognition via Spatial and Temporal Transformer Networks
Code
#16
GCN-NAS
SOTA
37.1
Accuracy
· 2019-11-11
Learning Graph Convolutional Network for Skeleton-based Human Action Recognition by Neural Searching
Code
#17
AGCN (2-stream)
36.9
Accuracy
· 2022-03-21
Continual Spatio-Temporal Graph Convolutional Networks
Code
#18
DGNN
36.9
Accuracy
No paper
Code
#19
SLnL-rFA
SOTA
36.6
Accuracy
· 2018-11-10
Skeleton-Based Action Recognition with Synchronous Local and Non-local Spatio-temporal Learning and Frequency Attention
#20
AGCN (1-stream)
35
Accuracy
· 2022-03-21
Continual Spatio-Temporal Graph Convolutional Networks
Code
#21
AS-GCN
34.8
Accuracy
· 2019-04-26
Actional-Structural Graph Convolutional Networks for Skeleton-based Action Recognition
Code
#22
PeGCN
34.8
Accuracy
· 2020-03-17
Predictively Encoded Graph Convolutional Network for Noise-Robust Skeleton-based Action Recognition
Code
#23
S-TR (2-stream)
34.7
Accuracy
· 2022-03-21
Continual Spatio-Temporal Graph Convolutional Networks
Code
#24
ST-GCN (2-stream)
34.4
Accuracy
· 2022-03-21
Continual Spatio-Temporal Graph Convolutional Networks
Code
#25
PR-GCN
33.7
Accuracy
· 2020-10-14
Pose Refinement Graph Convolutional Network for Skeleton-based Action Recognition
#26
ST-GR
33.6
Accuracy
No paper
#27
AR-GCN
33.5
Accuracy
No paper
#28
ST-GCN (1-stream)
33.4
Accuracy
· 2022-03-21
Continual Spatio-Temporal Graph Convolutional Networks
Code
#29
CoST-GCN (2-stream)
33.1
Accuracy
· 2022-03-21
Continual Spatio-Temporal Graph Convolutional Networks
Code
#30
CoAGCN (1-stream)
33
Accuracy
· 2022-03-21
Continual Spatio-Temporal Graph Convolutional Networks
Code
#31
CoS-TR (2-stream)
32.7
Accuracy
· 2022-03-21
Continual Spatio-Temporal Graph Convolutional Networks
Code
#32
CoST-GCN* (2-stream)
32.2
Accuracy
· 2022-03-21
Continual Spatio-Temporal Graph Convolutional Networks
Code
#33
S-TR (1-stream)
32
Accuracy
· 2022-03-21
Continual Spatio-Temporal Graph Convolutional Networks
Code
#34
CoST-GCN (1-stream)
31.8
Accuracy
· 2022-03-21
Continual Spatio-Temporal Graph Convolutional Networks
Code
#35
Ours-Conv-Chiral
30.9
Accuracy
· 2019-10-31
Chirality Nets for Human Pose Regression
Code
#36
CoST-GCN* (1-stream)
30.2
Accuracy
· 2022-03-21
Continual Spatio-Temporal Graph Convolutional Networks
Code
#37
CoS-TR* (2-stream)
29.9
Accuracy
· 2022-03-21
Continual Spatio-Temporal Graph Convolutional Networks
Code
#38
CoS-TR (1-stream)
29.7
Accuracy
· 2022-03-21
Continual Spatio-Temporal Graph Convolutional Networks
Code
#39
CoAGCN* (2-stream)
27.5
Accuracy
· 2022-03-21
Continual Spatio-Temporal Graph Convolutional Networks
Code
#40
CoS-TR* (1-stream)
27.4
Accuracy
· 2022-03-21
Continual Spatio-Temporal Graph Convolutional Networks
Code
#41
CoAGCN* (1-stream)
23.3
Accuracy
· 2022-03-21
Continual Spatio-Temporal Graph Convolutional Networks
Code