SMC Faster R-CNN: Toward a scene-specialized multi-object detector

30 Jun 2017Ala MhallaThierry ChateauHouda MaamatouSami GazzahNajoua Essoukri Ben Amara

Generally, the performance of a generic detector decreases significantly when it is tested on a specific scene due to the large variation between the source training dataset and the samples from the target scene. To solve this problem, we propose a new formalism of transfer learning based on the theory of a Sequential Monte Carlo (SMC) filter to automatically specialize a scene-specific Faster R-CNN detector... (read more)

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