Live Video Captioning And Audio Narration Using Vision Lnaguage Models
.%20In%20LVC%2C%20dense%20video%20captioning%20models%20must%20generate%20captions%20for%20video%20streams%20in%20an%20online%20manner%2C%20facing%20important%20constraints%20such%20as%20having%20to%20work%20with%20partial%20observations%20of%20the%20video%2C%20the%20need%20for%20temporal%20anticipation%20and%2C%20of%20course%2C%20ensuring%20ideally%20a%20real-time%20response.%20In%20this%20work%20we%20formally%20introduce%20the%20novel%20problem%20of%20LVC%20and%20propose%20new%20evaluation%20metrics%20tailored%20for%20the%20online%20scenario%2C%20demonstrating%20their%20superiority%20over%20traditional%20metrics.%20We%20also%20propose%20an%20LVC%20model%20integrating%20deformable%20transformers%20and%20temporal%20filtering%20to%20address%20the%20LVC%20new%20challenges.%20Experimental%20evaluations%20on%20the%20ActivityNet%20Captions%20dataset%20validate%20the%20effectiveness%20of%20our%20approach%2C%20highlighting%20its%20performance%20in%20LVC%20compared%20to%20state-of-the-art%20offline%20methods.%20Results%20of%20our%20model%20as%20well%20as%20an%20evaluation%20kit%20with%20the%20novel%20metrics%20integrated%20are%20made%20publicly%20available%20to%20encourage%20further%20research%20on%20LVC.)
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