Browse › Computer Vision › Anomaly Detection In Surveillance Videos › XD-Violence
XD-Violence Benchmark (Anomaly Detection In Surveillance Videos)
"The goal of a practical anomaly detection system is to timely signal an activity that deviates normal patterns and identify the time window of the occurring anomaly. [It] can be considered as coarse level video understanding, which filters out anomalies from normal patterns." A critical task in video surveillance is detecting anomalous events such as traffic accidents, crimes or illegal activities. Anomalous events rarely occur as compared to normal activities. Hence the application of this task is to "alleviate the waste of labor and time, developing intelligent computer vision algorithms for automatic video anomaly detection".
(Credit: Real-world Anomaly Detection in Surveillance Videos)
The archive carries no text for this table; the description above is the archive's text for the task Anomaly Detection In Surveillance Videos. 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: AP (higher is better). Points are placed at the row's paper date; 16 of 17 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 | CFA-HLGAtt | 86.34 | – | Paper | – | 2024 | no code linked | report |
| 2 | MAVD | 86.07 | – | Paper | Code | 2025 | linked, not harvested | report |
| 3 | HyperVD | 85.67 | – | Paper | Code | 2023 | linked, not harvested | report |
| 4 | DAKD | 85.61 | – | Paper | – | 2024 | no code linked | report |
| 5 | PEL | 85.59 | – | Paper | Code | 2023 | 0 of 9 ran · 9 unverified | report |
| 6 | BN-WVAD | 84.93 | – | Paper | Code | 2023 | 3 of 5 ran · 2 unverified | report |
| 7 | MTFL (VST) | 84.57 | – | Paper | Code | 2024 | linked, not harvested | report |
| 8 | MSBT | 84.32 | – | Paper | Code | 2024 | linked, not harvested | report |
| 9 | CMA_LA | 83.54 | – | Paper | Code | 2022 | linked, not harvested | report |
| 10 | MACIL_SD | 83.4 | – | Paper | Code | 2022 | 5 of 10 ran · 5 unverified | report |
| 11 | S3R (without audio imformation) | 80.26 | – | Paper | Code | 2022 | linked, not harvested | report |
| 12 | MGFN | 80.11 | – | Paper | Code | 2022 | linked, not harvested | report |
| 13 | MTFL (VST, finetuned on VADD) | 79.40 | ✓ | Paper | Code | 2024 | linked, not harvested | report |
| 14 | A Neural Network Containing Three Parallel Branches (holistic, localized, and score branch) | 78.64 | – | Paper | Code | 2020 | linked, not harvested | report |
| 15 | RTFM | 77.81 | – | Paper | Code | 2021 | 4 of 5 ran · 1 unverified | report |
| 16 | Contrastive Attention for Video Anomaly Detection | 76.9 | – | – | – | not matched | report | |
| 17 | CSL_TAL | 71.68 | – | Paper | Code | 2022 | linked, not harvested | report |
All 17 rows shown. 16 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). 4 rows have a graph line, from 4 distinct papers; 3 rows (3 papers) have at least one sample that ran. Counting each paper once: Syntology ran 12 of 29 samples; 17 unverified. Separately, 10 of those 29 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 2026-09-25. 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