Browse › Computer Vision › Action Classification › Kinetics-600

Action Classification archive 2025-07-28

Kinetics-600 Benchmark (Action Classification)

65 rows 55 with code listed 3 metrics Dataset page

Image source: The Kinetics Human Action Video Dataset

The archive carries no text for this table; the description above is the archive's text for the task Action Classification. archive 2025-07-28

Over time archive 2025-07-28

The chart needs JavaScript; the table below carries every value.

Direction inferred from the metric name, not from the archive: Top-1 Accuracy (higher is better), Top-5 Accuracy (higher is better). Not inferred (points only, no best-so-far line): GFLOPs. Points are placed at the row's paper date; 65 of 65 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 InternVideo2-6B 91.9 ✓ Paper Code 2024 linked, not harvested report
2 TubeVit-H 91.898.9 ✓ Paper Code 2022 1 of 3 ran · 2 unverified report
3 InternVideo2-1B 91.6 ✓ Paper Code 2024 linked, not harvested report
4 TubeVit-L 91.598.7 ✓ Paper Code 2022 1 of 3 ran · 2 unverified report
5 InternVideo-T 91.3 ✓ Paper Code 2022 3 of 3 ran · 0 unverified report
6 🍷MerlotReserve-Large (+Audio) 91.197.1 ✓ Paper – 2022 no code linked report
7 TubeVit-B 90.997.3 ✓ Paper Code 2022 1 of 3 ran · 2 unverified report
8 UMT-L (ViT-L/16) 90.598.8 ✓ Paper Code 2023 3 of 8 ran · 5 unverified report
9 MTV-H (WTS 60M) 90.398.5 ✓ Paper Code 2022 linked, not harvested report
10 UniFormerV2-L 90.198.5 ✓ Paper Code 2022 linked, not harvested report
11 VideoMAE V2-g (64x266x266) 89.998.5 ✓ Paper Code 2023 2 of 6 ran · 4 unverified report
12 mPLUG-2 89.898.3 ✓ Paper Code 2023 9 of 19 ran · 10 unverified report
13 EVA 89.8% ✓ Paper Code 2022 1 of 3 ran · 2 unverified report
14 🍷MerlotReserve-Base (+Audio) 89.796.6 ✓ Paper – 2022 no code linked report
15 🍷MerlotReserve-Large (no Audio) 89.496.3 ✓ Paper – 2022 no code linked report
16 CoCa (finetuned) 89.4 ✓ Paper Code 2022 9 of 17 ran · 8 unverified report
17 VideoMAE V2-g 88.898.2 ✓ Paper Code 2023 2 of 6 ran · 4 unverified report
18 Hiera-H (no extra data) 88.8 – Paper Code 2023 0 of 6 ran · 6 unverified report
19 CoCa (frozen) 88.5 ✓ Paper Code 2022 9 of 17 ran · 8 unverified report
20 MaskFeat (no extra data, MViT-L) 88.398.0 – Paper Code 2021 linked, not harvested report
21 X-CLIP(ViT-L/14, CLIP) 88.397.7 ✓ Paper Code 2022 3 of 3 ran · 0 unverified report
22 🍷MerlotReserve-Base (no Audio) 88.195.8 ✓ Paper – 2022 no code linked report
23 MViTv2-L (ImageNet-21k pretrain) 87.997.9 – Paper Code 2021 linked, not harvested report
24 CoVeR (JFT-3B) 87.997.8 ✓ Paper – 2021 no code linked report
25 Florence (curated FLD-900M pretrain) 87.897.9 ✓ Paper Code 2021 linked, not harvested report
26 CoVeR (JFT-300M) 86.897.3 ✓ Paper – 2021 no code linked report
27 TokenLearner 16at18 w. Fuser (L/10) 86.397.0 ✓ Paper Code 2021 3 of 3 ran · 0 unverified report
28 Swin-L (384x384, ImageNet-21k pretrain) 86.197.3 ✓ Paper Code 2021 7 of 32 ran · 25 unverified report
29 ViViT-H/16x2 (JFT) 85.896.5 ✓ Paper Code 2021 14 of 21 ran · 7 unverified report
30 MViTv2-L (train from scratch) 85.5 – Paper Code 2021 linked, not harvested report
31 UniFormer-B (ImageNet-1K) 84.896.7259x4 ✓ Paper Code 2021 linked, not harvested report
32 XViT (x16) 84.596.3 – Paper Code 2021 1 of 1 ran · 0 unverified report
33 MoViNet-A5 (AutoAugment) 84.396.4281x1 – Paper Code 2021 8 of 13 ran · 5 unverified report
34 ViViT-L/16x2 84.395.6 – Paper Code 2021 14 of 21 ran · 7 unverified report
35 Swin-B (ImageNet-21k pretrain) 84.096.5 ✓ Paper Code 2021 7 of 32 ran · 25 unverified report
36 MViT-B-24, 32x3 83.896.3 – Paper Code 2021 13 of 26 ran · 13 unverified report
37 VATT-Large 83.696.6 ✓ Paper Code 2021 5 of 8 ran · 3 unverified report
38 MoViNet-A6 83.596.5386x1 – Paper Code 2021 8 of 13 ran · 5 unverified report
39 MViT-B, 32x3 83.496.3 – Paper Code 2021 13 of 26 ran · 13 unverified report
40 LGD-3D Two-stream 83.196.2 – Paper – 2019 no code linked report
41 R3D-RS-200 83.1 – Paper Code 2021 linked, not harvested report
42 ViViT-L/16x2 (320x320) 83.095.7 – Paper Code 2021 14 of 21 ran · 7 unverified report
43 MoViNet-A5 82.795.7281x1 – Paper Code 2021 8 of 13 ran · 5 unverified report
44 MViT-B, 16x4 82.195.7 – Paper Code 2021 13 of 26 ran · 13 unverified report
45 PERF-Net (distilled ResNet50-G) 82.095.7 – Paper – 2020 no code linked report
46 SlowFast 16x8 (ResNet-101 + NL) 81.895.1 – Paper Code 2018 0 of 10 ran · 10 unverified report
47 LGD-3D RGB 81.595.6 – Paper – 2019 no code linked report
48 MoViNet-A4 81.294.9105x1 – Paper Code 2021 8 of 13 ran · 5 unverified report
49 SlowFast 16x8 (ResNet-101) 81.195.1 – Paper Code 2018 0 of 10 ran · 10 unverified report
50 MoViNet-A3 80.880.856.9x1 – Paper Code 2021 8 of 13 ran · 5 unverified report
51 SlowFast 8x8 (ResNet-101) 80.494.8 – Paper Code 2018 0 of 10 ran · 10 unverified report
52 SlowFast 8x8 (ResNet-50) 79.994.5 – Paper Code 2018 0 of 10 ran · 10 unverified report
53 D3D+S3D-G 79.1 – Paper Code 2018 linked, not harvested report
54 SlowFast 4x16 (ResNet-50) 78.894 – Paper Code 2018 0 of 10 ran · 10 unverified report
55 S3D-G (RGB+Flow) 78.6 – Paper Code 2017 linked, not harvested report
56 D3D 77.9 – Paper Code 2018 linked, not harvested report
57 MoViNet-A2 77.593.410.3x1 – Paper Code 2021 8 of 13 ran · 5 unverified report
58 S3D-G (RGB) 76.6 – Paper Code 2017 linked, not harvested report
59 MoViNet-A1 76.092.66.0x1 – Paper Code 2021 8 of 13 ran · 5 unverified report
60 LGD-3D Flow 7592.4 – Paper – 2019 no code linked report
61 I3D (RGB) 73.6 – Paper Code 2018 linked, not harvested report
62 MoViNet-A0 71.590.42.7x1 – Paper Code 2021 8 of 13 ran · 5 unverified report
63 S3D-G (Flow) 69.7 – Paper Code 2017 linked, not harvested report
64 MViTv2-B (train from scratch) 97.2 – Paper Code 2021 linked, not harvested report
65 MViT-L (train from scratch) 206x5 – Paper Code 2021 linked, not harvested report

All 65 rows shown. 65 link to a paper page on this site; 29 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). 37 rows have a graph line, from 17 distinct papers; 31 rows (15 papers) have at least one sample that ran. Counting each paper once: Syntology ran 82 of 182 samples; 100 unverified. Separately, 17 of those 182 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.

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections