Browse › Computer Vision › Self-Supervised Action Recognition › UCF101

Self-Supervised Action Recognition archive 2025-07-28

UCF101 Benchmark (Self-Supervised Action Recognition)

53 rows 42 with code listed 4 metrics Dataset page

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: 3-fold Accuracy (higher is better), split-1 Top-1 Accuracy (higher is better). Not inferred (points only, no best-so-far line): Pre-Training Dataset, Frozen. Points are placed at the row's paper date; 53 of 53 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 VideoMAE V2-g 99.6 ✓ Paper Code 2023 2 of 6 ran · 4 unverified report
2 MVD (ViT-B) 97.5Kinetics400false – Paper Code 2022 linked, not harvested report
3 SSL-KD (R21D-18) 97.3Kinetics400false – Paper – 2023 no code linked report
4 M3Video 96.5Kinetics400false – Paper Code 2022 linked, not harvested report
5 pBYOL 96.3Kinetics400false – Paper Code 2021 linked, not harvested report
6 VideoMAE 96.1Kinetics400false – Paper Code 2022 9 of 13 ran · 4 unverified report
7 SCE (R3D-50) 95.3Kinetics400false – Paper Code 2022 linked, not harvested report
8 MMV TSM-50x2 95.2Audioset + Howto100Mfalse – Paper Code 2020 linked, not harvested report
9 XKD (ViT-B/112/16) 94.1Kinetics400 – Paper Code 2022 linked, not harvested report
10 CVRL (R3D-152 2x; K600) 93.9Kinetics600false – Paper Code 2020 linked, not harvested report
11 RSPNet 93.7Kinetics400false – Paper Code 2020 linked, not harvested report
12 CVRL (R3D-50; K600) 93.4Kinetics600false – Paper Code 2020 linked, not harvested report
13 VideoMS (ViT-B) 93.4no extra datafalse – Paper Code 2022 3 of 6 ran · 3 unverified report
14 XKD-Modality-Agnostic (ViT-B/112/16) 93.4 – Paper Code 2022 linked, not harvested report
15 BraVe:V-FA (TSM-50x2) 93.1false – Paper Code 2021 0 of 8 ran · 8 unverified report
16 CrissCross (AudioSet) 92.4AudioSetfalse – Paper Code 2021 linked, not harvested report
17 CVRL (R3D-50; K400) 92.2Kinetics400false – Paper Code 2020 linked, not harvested report
18 AVID+CMA (Modified R2+1D-18 on Audioset) 91.5Audioset (Audio+Video)false – Paper Code 2020 linked, not harvested report
19 CrissCross (Kinetics400) 91.5Kinetics400false – Paper Code 2021 linked, not harvested report
20 VideoMAE(no extra data) 91.3no extra datafalse – Paper Code 2022 9 of 13 ran · 4 unverified report
21 AVID (Modified R2+1D-18 on Audioset) 91.0Audioset (Audio+Video)false – Paper Code 2020 linked, not harvested report
22 ViCC (S3D; R+F) 90.5UCF101false – Paper Code 2021 linked, not harvested report
23 ViCC (S3D; RGB) 88.8UCF101false – Paper Code 2021 linked, not harvested report
24 ViCC (R2+1D; R+F) 88.8UCF101false – Paper Code 2021 linked, not harvested report
25 CrissCross (Kinetics-Sound) 88.3Kinetics-Soundfalse – Paper Code 2021 linked, not harvested report
26 AVID+CMA (Modified R2+1D-18 on Kinetics) 87.5Kinetics400 (Audio+Video)false – Paper Code 2020 linked, not harvested report
27 AVID (Modified R2+1D-18 on Kinetics) 86.9Kinetics400 (Audio+Video)false – Paper Code 2020 linked, not harvested report
28 MCN (R3D-18; RGB) 85.4 – Paper – 2021 no code linked report
29 MCN (R2+1D; RGB) 84.8 – Paper – 2021 no code linked report
30 ViCC (R2+1D; RGB) 82.8UCF101false – Paper Code 2021 linked, not harvested report
31 TCLR (R3D-18) 82.4UCF101false – Paper Code 2021 0 of 1 ran · 1 unverified report
32 PCL (ResNet-18) 82.3UCF101false – Paper Code 2020 linked, not harvested report
33 DPC (Modified 3D Resnet-34) 75.7Kinetics400false – Paper Code 2019 1 of 11 ran · 10 unverified report
34 CoCLR 74.5false – Paper Code 2020 1 of 1 ran · 0 unverified report
35 IIC (R3D) 74.4UCF101false – Paper Code 2020 4 of 4 ran · 0 unverified report
36 ViCC (S3D; RGB) 72.2UCF101true – Paper Code 2021 linked, not harvested report
37 TCE (ResNet-50) 71.2Kinetics400false – Paper Code 2020 0 of 1 ran · 1 unverified report
38 TCE (ResNet-18, Split 1) 68.8Kinetics400false – Paper Code 2020 0 of 1 ran · 1 unverified report
39 DPC (3D ResNet-18) 68.2Kinetics400false – Paper Code 2019 1 of 11 ran · 10 unverified report
40 TCE (ResNet18, Split 1) 68.2UCF101false – Paper Code 2020 0 of 1 ran · 1 unverified report
41 VCP (R3D) 66UCF101false – Paper Code 2020 3 of 3 ran · 0 unverified report
42 3D Cubic Puzzles (3D ResNet-18) 65.8Kinetics400false – Paper – 2018 no code linked report
43 Video Clip Ordering (R3D) 64.9UCF101false – Paper – 2019 no code linked report
44 Skip-Clip (3D ResNet-18) 64.4UCF101false – Paper – 2019 no code linked report
45 3D RotNet (3D ResNet-18) 62.9Kinetics400false – Paper – 2018 no code linked report
46 DPC (3D ResNet-18, Split 1) 60.6UCF101false – Paper Code 2019 1 of 11 ran · 10 unverified report
47 O3N (AlexNet) 60.3UCF101false – Paper – 2016 no code linked report
48 Contrastive Multiview Coding (CaffeNet x2) 59.1UCF101false – Paper Code 2019 3 of 4 ran · 1 unverified report
49 Motion & Appearance (C3D) 58.8UCF101false – Paper Code 2019 linked, not harvested report
50 Arrow of Time (AlexNet) 55.3UCF101false – Paper – 2018 no code linked report
51 VideoGan (C3D) 52.1UCF101false – Paper – 2016 no code linked report
52 Shuffle and Learn (AlexNet) 50.9UCF101false – Paper – 2016 no code linked report
53 SLIC (R3D-18) UCF101false83.2 – Paper Code 2022 linked, not harvested report

All 53 rows shown. 53 link to a paper page on this site; 1 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). 16 rows have a graph line, from 11 distinct papers; 11 rows (8 papers) have at least one sample that ran. Counting each paper once: Syntology ran 26 of 58 samples; 32 unverified. Separately, 27 of those 58 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