Prompt, Probe, Train, or Annotate? Single-camera sports video understanding in amateur settings

Sai Varun Kodathala, Prashanth Pollishetty, Jaylen Cargill

Video understanding is usually benchmarked on curated, single-actor, or professionally filmed clips, and a strong score there is routinely read as evidence a model is robust enough…