Browse › Computer Vision › Skeleton Based Action Recognition › Kinetics-Skeleton dataset
Kinetics-Skeleton dataset Benchmark (Skeleton Based Action Recognition)
Skeleton-based Action Recognition is a computer vision task that involves recognizing human actions from a sequence of 3D skeletal joint data captured from sensors such as Microsoft Kinect, Intel RealSense, and wearable devices. The goal of skeleton-based action recognition is to develop algorithms that can understand and classify human actions from skeleton data, which can be used in various applications such as human-computer interaction, sports analysis, and surveillance.
The archive carries no text for this table; the description above is the archive's text for the task Skeleton Based Action Recognition. archive 2025-07-28
Over time archive 2025-07-28
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Direction inferred from the metric name, not from the archive: Accuracy (higher is better). Not inferred (points only, no best-so-far line): GFLOPS per prediction. Points are placed at the row's paper date; 42 of 42 rows carry one.
Results archive 2025-07-28
Archive rows end at the archive snapshot, 2025-07-28: no result published after that date is in this table. Rank is the archive's row order at that snapshot; not re-ranked here. Metric values are the archive's strings. Column headers sort the table in your browser; each row keeps its archive rank.
| Paper | Code | Ran Syntology | Report | ||||||
|---|---|---|---|---|---|---|---|---|---|
| 1 | Structured Keypoint Pooling (PPNv2 skeletons+objects) | 52.3 | ✓ | Paper | – | 2023 | no code linked | report | |
| 2 | ProtoGCN | 51.9 | ✓ | Paper | Code | 2024 | linked, not harvested | report | |
| 3 | Structured Keypoint Pooling (HRNet skeletons) | 50.3 | ✓ | Paper | – | 2023 | no code linked | report | |
| 4 | PoseC3D (SlowOnly-346) | 49.1 | ✓ | Paper | Code | 2021 | linked, not harvested | report | |
| 5 | PoseC3D | 47.7 | ✓ | Paper | Code | 2021 | linked, not harvested | report | |
| 6 | Structured Keypoint Pooling (PPNv2 skeletons) | 43.1 | ✓ | Paper | – | 2023 | no code linked | report | |
| 7 | HD-GCN | 40.9 | – | Paper | Code | 2022 | 8 of 11 ran · 3 unverified | report | |
| 8 | 2s-AGCN+TEM | 38.6 | – | Paper | – | 2020 | no code linked | report | |
| 9 | DualHead-Net | 38.4 | – | Paper | Code | 2021 | 4 of 4 ran · 0 unverified | report | |
| 10 | MS-G3D | 38.0 | – | Paper | Code | 2020 | 3 of 3 ran · 0 unverified | report | |
| 11 | Dynamic GCN | 37.9 | – | Paper | Code | 2020 | linked, not harvested | report | |
| 12 | MS-AAGCN | 37.8 | – | Paper | Code | 2019 | linked, not harvested | report | |
| 13 | CGCN | 37.5 | – | Paper | – | 2020 | no code linked | report | |
| 14 | JB-AAGCN | 37.4 | – | Paper | Code | 2019 | linked, not harvested | report | |
| 15 | ST-TR-agcn | 37.4 | – | Paper | Code | 2020 | linked, not harvested | report | |
| 16 | GCN-NAS | 37.1 | – | Paper | Code | 2019 | 2 of 2 ran · 0 unverified | report | |
| 17 | AGCN (2-stream) | 36.9 | 26.91 | – | Paper | Code | 2022 | linked, not harvested | report |
| 18 | DGNN | 36.9 | – | Paper | Code | 2019 | linked, not harvested | report | |
| 19 | SLnL-rFA | 36.6 | – | Paper | – | 2018 | no code linked | report | |
| 20 | AGCN (1-stream) | 35 | 13.45 | – | Paper | Code | 2022 | linked, not harvested | report |
| 21 | AS-GCN | 34.8 | – | Paper | Code | 2019 | 7 of 18 ran · 11 unverified | report | |
| 22 | PeGCN | 34.8 | – | Paper | Code | 2020 | linked, not harvested | report | |
| 23 | S-TR (2-stream) | 34.7 | 23.24 | – | Paper | Code | 2022 | linked, not harvested | report |
| 24 | ST-GCN (2-stream) | 34.4 | 24.09 | – | Paper | Code | 2022 | linked, not harvested | report |
| 25 | PR-GCN | 33.7 | – | Paper | – | 2020 | no code linked | report | |
| 26 | ST-GR | 33.6 | – | Paper | – | 2019 | no code linked | report | |
| 27 | AR-GCN | 33.5 | – | Paper | – | 2019 | no code linked | report | |
| 28 | ST-GCN (1-stream) | 33.4 | 12.04 | – | Paper | Code | 2022 | linked, not harvested | report |
| 29 | CoST-GCN (2-stream) | 33.1 | 0.32 | – | Paper | Code | 2022 | linked, not harvested | report |
| 30 | CoAGCN (1-stream) | 33 | 0.18 | – | Paper | Code | 2022 | linked, not harvested | report |
| 31 | CoS-TR (2-stream) | 32.7 | 0.31 | – | Paper | Code | 2022 | linked, not harvested | report |
| 32 | CoST-GCN* (2-stream) | 32.2 | 0.22 | – | Paper | Code | 2022 | linked, not harvested | report |
| 33 | S-TR (1-stream) | 32 | 11.62 | – | Paper | Code | 2022 | linked, not harvested | report |
| 34 | CoST-GCN (1-stream) | 31.8 | 0.16 | – | Paper | Code | 2022 | linked, not harvested | report |
| 35 | Ours-Conv-Chiral | 30.9 | – | Paper | Code | 2019 | 0 of 3 ran · 3 unverified | report | |
| 36 | CoST-GCN* (1-stream) | 30.2 | 0.11 | – | Paper | Code | 2022 | linked, not harvested | report |
| 37 | CoS-TR* (2-stream) | 29.9 | 0.22 | – | Paper | Code | 2022 | linked, not harvested | report |
| 38 | CoS-TR (1-stream) | 29.7 | – | Paper | Code | 2022 | linked, not harvested | report | |
| 39 | CoAGCN* (2-stream) | 27.5 | 0.25 | – | Paper | Code | 2022 | linked, not harvested | report |
| 40 | CoS-TR* (1-stream) | 27.4 | 0.11 | – | Paper | Code | 2022 | linked, not harvested | report |
| 41 | CoAGCN* (1-stream) | 23.3 | 0.12 | – | Paper | Code | 2022 | linked, not harvested | report |
| 42 | CoAGCN (2-stream) | 0.36 | – | Paper | Code | 2022 | linked, not harvested | report |
All 42 rows shown. 42 link to a paper page on this site; 6 are marked as using additional training data in the archive. No GitHub stars are tracked; "Code" is the first repository the archive lists for the row. The archive carries no row tags, review links or community-submitted rows for this table; none are shown. archive 2025-07-28
Syntology Ran reads "N of M ran · U unverified": of the M code samples Syntology harvested from repositories linked to that row's paper (joined by arXiv id), N executed on a synthesized input and the other U = M−N are unverified (harvested, no recorded run). It counts code from repositories linked to that row's paper, not this result: the row's number was not reproduced and nothing here is a correctness claim. The other cell texts mean no graph line for the row: "linked, not harvested" (the archive links code, Syntology has not harvested it), "no code linked" (no code link in the archive), "not matched" (the row's paper URL matched no paper on this site). 6 rows have a graph line, from 6 distinct papers; 5 rows (5 papers) have at least one sample that ran. Counting each paper once: Syntology ran 24 of 41 samples; 17 unverified. Separately, 6 of those 41 are pointer-only (licence): the site points at that code rather than redistributing it, a licence property recorded for ran and unverified samples alike; each cell's tooltip carries the row's own pointer-only count. Read from the graph 2026-09-24. Per-sample status is on the paper page.
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