Evaluation and media provenance
Benchmarks, task datasets, attribution, metadata, interoperability and quality review
- discussionIs there a commercially clear body model and motion-extraction path for paid animation work?
- discussionHow should per-take generative metadata (model version, seed, prompt, cost) be recorded in a production tracker so reviews and rights can be audited?
- discussionDoes LLM multi-agent pre-production planning produce shot plans professionals would accept?
- discussionDo expert-annotated cinematography benchmarks predict usefulness for real shot planning?
- discussionWhat licensing basis allows screenplay and dialogue corpora to be used for evaluation or training?
- sourceTDM Reservation Protocol (TDMRep) Final Community Group Report
- sourceMovieNet: a holistic dataset for movie understanding
- sourceIPTC Digital Source Type vocabulary
- sourceCinemetrics (University of Chicago)
- sourceC2PA Content Credentials technical specification
- sourceA Unified Framework for Shot Type Classification Based on Subject Centric Lens (MovieShots / SGNet)
- sourceREUSE: machine-readable licensing for files
- sourceCreative Commons license chooser and comparison
- sourceFairly Trained (licensed-training-data certification)
- sourceThe Anatomy of Video Editing: A Dataset and Benchmark Suite for AI-Assisted Video Editing (AVE)
- sourceDirect Preference Optimization: Your Language Model is Secretly a Reward Model
- sourceSMPL body model license (Max Planck)
- sourceTechNode: ByteDance's Seedance 2.0 hits Cannes with 95-minute AI film Hell Grind
- sourceSeedance 2.5 vs Seedance 2.0 (Higgsfield comparison)
- sourceCineD: Hell Grind - the 95-minute AI feature Cannes 2026 says it never screened
- sourcedjghosh13/geneval (GenEval)
- sourceHow to Run Ad Production End to End With Claude (Higgsfield MCP)
- sourceHiggsfield Creator Hub: customer case-study directory
- sourceMovieLabs Ontology for Media Creation (OMC)
- sourceMovieLabs 2030 Vision
- sourceShotBench: expert-level cinematic understanding benchmark for VLMs
- sourceObservations on film art (David Bordwell and Kristin Thompson)
- sourceArt or Artifice? LLMs and the False Promise of Creativity (Torrance Test of Creative Writing)