Personal object discovery in first-person videos

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Ego4D: Around the World in 3,000 Hours of Egocentric Video (2021, background): “Egocentric video understanding Egocentric video offers a host of interesting challenges, such as human-object interactions [26, 46, 163], activity recognition [110, 139, 243], anticipation [4, 75, 86, 144, 205], video summarization [48, 129, 131, 147, 148, 232], detecting hands [16, 134], parsing so”
Ego-Topo: Environment Affordances From Egocentric Video (2020, background): “This special viewpoint offers an array of interesting challenges, such as detecting gaze [41, 29], monitoring human-object interactions [5, 7, 52], creating daily life activity summaries [45, 40, 71, 44], or inferring the camera wearer’s identity or body pose [28, 33].”