Datasets › MoB
MoB (Malicious or Benign Cartoon Videos)
A dataset of cartoon video clips. For each video clip, the presence or absence of each feature was marked by the annotators.
Malicious: Video content which may not be suitable for viewing by toddlers and pre-schoolers includes a set of clearly defined, trivial and intu-itive features as well as some complex and subtle audio andvideo features. The former includes forms of obscenity and violence on a higher level e.g. nudity, gore, etc. while the latter includes elements such as fast repetitive motion, loud music, disgusting and scary characters, smashing people or things, forms of aggression, loud music, screaming or shout-ing, gunshots and explosions.
Benign: Educational videos and videos of nursery rhymes are usually considered to be appropriate for the toddlers and pre-schoolers; in fact some experts recommend letting kids watch them for a limited number of hours.Benign videos are characterized by a slower tempo, softer music or sound effects, moderate-paced motions, and soft-toned conversations. Most importantly, benign video content should not contain any indicators of malicious content as discussed earlier.
Benchmarks archive 2025-07-28
All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.
| First row (archive order) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Video Classification | MoB | VTN Accuracy 77.85 | Malicious or Benign? Towards Effective Content... | syedhammadahmed/mob +1 | 3 | Compare |
Papers archive 2025-07-28
1 shown of 1 paper with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 2. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| Malicious or Benign? Towards Effective Content Moderation for Children's Videos | 2 | 3 | 24 May 2023 | not harvested |
Dataset loaders archive 2025-07-28
1 loader as listed in the archive; links are outbound and not re-checked here.
Tasks archive 2025-07-28
License archive 2025-07-28
No licence recorded in the archive. Absence here is not a statement about the dataset's terms.
Modalities archive 2025-07-28
Languages archive 2025-07-28
Variants archive 2025-07-28
- MoB
1 variant name, as the archive lists them.
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