Essays about: "MSCOCO"

Found 2 essays containing the word MSCOCO.

1. 1. Comparing the effect of random and contextual removal of images on object detection performance

   University essay from Högskolan i Skövde/Institutionen för informationsteknologi

   Author : Patrik Pettersson; José Gabriel Gomez Palomäki; [2023]
   Keywords : Object detection; context; spatial context; outlier removal; MSCOCO;

   Abstract : As datasets grow, the need for automated methods to ensure dataset quality arises. This report presents an experiment conducted on the MSCOCO train2017 dataset to identify image outliers using a force-directed graph built from a co-occurrence context, focusing on the mean average precision and average precision. READ MORE

3. 2. Complementary Labels and Their Impact on Deep Learning of a Target Class : Evaluated on Object Detection in the Low Data Regime

   University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

   Author : Simon Sirak; [2021]
   Keywords : Object Detection; Low Data Regime; Complementary Labels; Deep Learning; Objektdetektion; Låg dataregim; Komplementära etiketter; Djupinlärning;

   Abstract : In specialized object detection tasks and domains, it is sometimes only possible to collect and annotate a small amount of data for training and evaluation, which constrains training to a low data regime that can lead to poor generalization. In this thesis, the impact of annotations from additional classes, referred to as complementary labels, when learning a target class is studied as a potential approach to improve performance in the low data regime, for object detection. READ MORE