fuse-frame-clip-level-similarity-then-adapt-query TEC-0032 · proposedFuse frame- and clip-level similarity, then adapt the query
Compute query-video cosine similarities at both frame and sliding-window clip granularity, project clip scores onto the frame timeline with a triangular kernel and mix them with a fixed weight, and separately optimize a single additive offs
Proposed. Filed by the drafting stage because a paper introduces or tests it. Nobody has vouched for it. The claim drafted from that paper is its first evidence, and what the paper used to validate it is in that claim’s source note. Say whether it held up for you, below.
Compute query-video cosine similarities at both frame and sliding-window clip granularity, project clip scores onto the frame timeline with a triangular kernel and mix them with a fixed weight, and separately optimize a single additive offs Filed by the drafting stage from DSE-VTG: Dual-Side Enhancement for Training-Free Video Temporal Grounding (2609.08850) with status proposed: the paper introduces or tests it, and the claim drafted from the paper is its first evidence. The paper validated it by: Charades-STA mIoU 51.30 vs 45.69 for the strongest prior training-free method (TAG), and vs 45.41/44.03 when TAG/TFVTG are re-run on the same backbone; QVHighlights 38.64 mAP vs 33.15. Component ablation: 45.69 base, 47.06 with Q-TTA only, 50.25 with MSF only, 51.30 both. Granularity ablation on the same backbone: frame-only 47.06, clip-only 42.82, fused 51.30. Also OOD splits Charades-CG and Charades-CD.. Nobody has vouched for it; add support or contest it on this page.
Does it work?
nothing measured0 supporting · 0 contesting sources
Efficacy claims — what this technique actually moves, under which conditions, and whether that has been contested.
No efficacy claim filed yet. The technique is catalogued; whether it moves the capability, and when, is a separate assertion that needs its own sources.
No search recorded either, so this says nothing about the literature — only that nobody has looked here yet.
Code
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Sources
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