Improved Person Re-Identification Based on Saliency and Semantic Parsing with Deep Neural Network Models

15 Jul 2018 Rodolfo Quispe Helio Pedrini

Given a video or an image of a person acquired from a camera, person re-identification is the process of retrieving all instances of the same person from videos or images taken from a different camera with non-overlapping view. This task has applications in various fields, such as surveillance, forensics, robotics, multimedia... (read more)

PDF Abstract
TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT BENCHMARK
Person Re-Identification DukeMTMC-reID SSP-ReID (RR) Rank-1 86.4 # 25
MAP 83.7 # 11
Person Re-Identification DukeMTMC-reID SSP-ReID Rank-1 81.8 # 29
MAP 68.6 # 33
Person Re-Identification Market-1501 SSP-ReID (RR) Rank-1 93.7 # 23
MAP 90.8 # 13
Person Re-Identification Market-1501 SSP-ReID Rank-1 92.5 # 26
MAP 80.1 # 40

Methods used in the Paper


METHOD TYPE
🤖 No Methods Found Help the community by adding them if they're not listed; e.g. Deep Residual Learning for Image Recognition uses ResNet