3 papers
cs.LG2021
Latent Cognizance: What Machine Really Learns
Pisit Nakjai, Jiradej Ponsawat, Tatpong Katanyukul
Despite overwhelming achievements in recognition accuracy, extending an open-set capability -- ability to identify when the question is out of scope -- remains greatly challenging…
cs.CL2021
Automatic Hand Sign Recognition: Identify Unusuality through Latent Cognizance
Pisit Nakjai, Tatpong Katanyukul
Sign language is a main communication channel among hearing disability community. Automatic sign language transcription could facilitate better communication and understanding betw…
cs.CV2021
Recognition Awareness: An Application of Latent Cognizance to Open-Set Recognition
Tatpong Katanyukul, Pisit Nakjai
This study investigates an application of a new probabilistic interpretation of a softmax output to Open-Set Recognition (OSR). Softmax is a mechanism wildly used in classification…