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Ten Years of Pedestrian Detection, What Have We Learned?
Rodrigo Benenson, Mohamed Omran, Jan Hosang +1
Paper-by-paper results make it easy to miss the forest for the trees.We analyse the remarkable progress of the last decade by discussing the main ideas explored in the 40+ detector…
Evaluation of Output Embeddings for Fine-Grained Image Classification
Zeynep Akata, Scott Reed, Daniel Walter +2
Image classification has advanced significantly in recent years with the availability of large-scale image sets. However, fine-grained classification remains a major challenge due…
Fine-grained Activity Recognition with Holistic and Pose based Features
Leonid Pishchulin, Mykhaylo Andriluka, Bernt Schiele
Holistic methods based on dense trajectories are currently the de facto standard for recognition of human activities in video. Whether holistic representations will sustain or will…
How good are detection proposals, really?
Jan Hosang, Rodrigo Benenson, Bernt Schiele
Current top performing Pascal VOC object detectors employ detection proposals to guide the search for objects thereby avoiding exhaustive sliding window search across images. Despi…
Coherent Multi-Sentence Video Description with Variable Level of Detail
Anna Senina, Marcus Rohrbach, Wei Qiu +5
Humans can easily describe what they see in a coherent way and at varying level of detail. However, existing approaches for automatic video description are mainly focused on single…