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EgoAdapt: A Multi-Scene Egocentric Adaptation Method for CVPR 2026 HD-EPIC VQA Challenge
Announce Type: replace Abstract: This technical report presents our solution, EgoAdapt (Egocentric Adaptation via Category, Calibration, and Consistency), to the CVPR 2026 HD-EPIC VQA challenge. HD-EPIC evaluates whether a vision-language model can reason over realistic first-person kitchen videos, where the evidence for an answer may be a short hand-object interaction, a long recipe trajectory, a spatial relation to a fixture, or a subtle gaze cue. The benchmark contains 26K multiple-choice...
EgoAction: Egocentric Action Composition with Reliability-Aware Temporal Fusion for the EPIC-KITCHENS Action Detection Challenge at CVPR 2026
Announce Type: replace Abstract: The EPIC-KITCHENS-100 Action Detection challenge evaluates whether a model can localize the start and end of each action in long untrimmed egocentric videos and assign the corresponding verb--noun action label. In this report, we formulate our submission as EgoAction (Egocentric Action Composition with Reliability-Aware Temporal Fusion), a unified decoupled detection and fusion pipeline. The pipeline uses EPIC-finetuned VideoMAE-L features, trains separate...
TempRet: Temporal Enhancement and Two-Stage Reranking for CVPR 2026 EPIC-KITCHENS-100 Multi-Instance Retrieval Challenge
arXiv:2605.24470v2 Announce Type: replace Abstract: 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 temporal dynamics of egocentric videos. The EPIC-KITCHENS-100 Multi-Instance Retrieval (MIR) challenge further raises the bar by providing soft-label relevance...
TempRet: Temporal Enhancement and Two-Stage Reranking for CVPR 2026 EPIC-KITCHENS-100 Multi-Instance Retrieval Challenge
arXiv:2605.24470v3 Announce Type: replace Abstract: 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 temporal dynamics of egocentric videos. The EPIC-KITCHENS-100 Multi-Instance Retrieval (MIR) challenge further raises the bar by providing soft-label relevance...
No longer conducting sustained strikes against Iran because 'Epic Fury' is over: Rubio
US secretary of state Marco Rubio said the United States has ended its campaign of "sustained military strikes" inside Iran, declaring that Operation Epic Fury had achieved its objectives after months of conflict that pushed the region to the brink. Appearing before lawmakers on Wednesday, Rubio said Washington was no longer carrying out continuous attacks aimed at degrading Iran’s military capabilities. “We're no longer conducting sustained strikes inside of Iran to degrade their military,...
Hindley conquers 'epic' day to climb onto Giro podium
Jai Hindley climbed into third place on the Giro d'Italia after an "epic" 19th stage.
‘The Edward Hopper of the Black Country’: the photographer whose epic shots captured Sikh life in Walsall
Paths You Take is a show that finds beauty in images of alienation as Billy Dosanjh turns his lens on race, identity, empire – and the men who kept the furnaces glowingIt was bitter in Walsall that winter of 1962-3 when snow turned the Black Country white. In After the Storm, Billy Dosanjh’s epic photographic reconstruction of one especially chilly night back then, an elderly Sikh man, recently arrived from the Punjab, stands under an old carriage lamp. He is, the shot suggests, seeing snow...
‘The Edward Hopper of the Black Country’: the photographer whose epic shots captured Sikh life in Walsall
Paths You Take is a show that finds beauty in images of alienation as Billy Dosanjh turns his lens on race, identity, empire – and the men who kept the furnaces glowingIt was bitter in Walsall that winter of 1962-3 when snow turned the Black Country white. In After the Storm, Billy Dosanjh’s epic photographic reconstruction of one especially chilly night back then, an elderly Sikh man, recently arrived from the Punjab, stands under an old carriage lamp. He is, the shot suggests, seeing snow...
Stonehenge Altar Stone's epic transportation across ancient Britain detailed in new study
Stonehenge Altar Stone's epic transportation across ancient Britain detailed in new study Robert Egan Associate Editor New research by Curtin University has revealed how one of Stonehenge's most mysterious stones was likely transported hundreds of kilometers across Britain through challenging terrain, highlighting the remarkable capabilities of ancient communities. Stonehenge's central Altar Stone is a six-tonne sandstone megalith now believed to have originated in northeast Scotland, around...
Epic dreaming is leaving people exhausted and distressed
Some people experience vivid, incessant dreams that leave them feeling exhausted the next day, with researchers calling for this "epic dreaming" to be classed as a sleep disorder