The Rate-Distortion-Perception-Classification Tradeoff: Joint Source Coding and Modulation via Inverse-Domain GANs

J Fang, JFC Mota, B Lu, W Zhang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
… of reconstruction, perception, and classification. Compared to … a latent code to an image,
but also an image to a latent code. … , perception, and classification error in joint source coding

Mapping the dynamics of visual feature coding: Insights into perception and integration

T Grootswagers, AK Robinson, SM Shatek… - PLOS Computational …, 2024 - journals.plos.org
… how encoding of individual features informs our perception of the … to which neural coding
informs conscious perception. High … Above chance classification for this analysis reflects neural …

Deep unsupervised network for multimodal perception, representation and classification

A Droniou, S Ivaldi, O Sigaud - Robotics and Autonomous Systems, 2015 - Elsevier
classification, but requires supervised training. To our knowledge, using deep networks for
unsupervised classification … two 0’s are classified as 6 and 2, a 2 is classified as a 4 and a 3 is …

Evidence for joint encoding of motion and disparity in human visual perception

P Neri, DM Levi - Journal of Neurophysiology, 2008 - journals.physiology.org
… Although each stage by itself does not implement joint encoding, the final two-stage process
… , a joint (inseparable) component and a separable component that does not jointly code

Code review knowledge perception: Fusing multi-features for salient-class location

Y Huang, N Jia, X Chen, K Hong… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
classification field, we model the salient class identification as a binary classification problem
and a … For each questionnaire (corresponding to a commit), we show the source code of the …

Generative joint source-channel coding for semantic image transmission

E Erdemir, TY Tung, PL Dragotti… - IEEE Journal on …, 2023 - ieeexplore.ieee.org
… in some downstream task, such as classification [17], [18], or … by jointly optimizing the source
and the channel coding via … align well with the human perception in our optimizations. Past …

The inferential basis of classification: From perceptual to memory code systems

HG Geissler, M Puffe - Advances in psychology, 1983 - Elsevier
perceived objects to categories represented in memory. We define this process as classification
… will be put on task-dependence of classification as revealed by cross-task comparisons. …

A massive multi-modal perception data classification method using deep learning based on internet of things

L Jiang, C Wu - International Journal of Wireless Information Networks, 2020 - Springer
… heterogeneous multi-source multi-modal perception data are … In this paper, data quality of
multi-source multi-modal data is … multi-source multi-modal perception data classification and …

OFDM-guided deep joint source channel coding for wireless multipath fading channels

M Yang, C Bian, HS Kim - IEEE Transactions on Cognitive …, 2022 - ieeexplore.ieee.org
… to jointly optimize source coding and channel coding for … , which is referred to as joint
source-channel coding (JSCC). … called classification accuracy (CA) that evaluate the classification

Deep joint source channel coding for wireless image transmission with OFDM

M Yang, C Bian, HS Kim - ICC 2021-IEEE International …, 2021 - ieeexplore.ieee.org
source, reconstruction quality becomes a joint function of the source coding distortion and
channel coding … detection for the joint source and channel coded information is NP-hard in …