Automated individual-player kill attribution
Resolve kill attribution at the individual-player level in amateur single-camera volleyball video so that terminal attacks can be both detected and assigned reliably to the player who made them, rather than requiring coach confirmation.
References
Kill attribution, discussed at length in Section~\ref{sec:results}, remains unresolved at the individual-player level in the current system, and we present it as coach-confirmed rather than fully automated for this reason; a reader should not infer from any team-level total reported in this paper that per-player kill statistics are production-ready.
— Prompt, Probe, Train, or Annotate? Single-camera sports video understanding in amateur settings
(2609.28049 - Kodathala et al., 23 Sep 2026) in Section 8 (Limitations), paragraph 2