Critical Synthesis

Critical synthesis in various fields focuses on generating realistic and diverse data, often using machine learning models to overcome limitations of real-world datasets. Current research emphasizes the development and application of diffusion models, generative adversarial networks (GANs), and transformer-based architectures for tasks ranging from image and speech synthesis to molecular design and controller synthesis. This work is significant for expanding datasets in data-scarce domains, improving the performance and robustness of AI systems, and enabling new applications in medicine, materials science, and beyond.

Papers

May 18, 2023

A unified front-end framework for English text-to-speech synthesis
Zelin Ying, Chen Li, Yu Dong, Qiuqiang Kong, Qiao Tian, Yuanyuan Huo, Yuxuan Wang
Text to Speech Critical Synthesis Text to Speech Model Unifying Framework

May 8, 2023

Synthesis of Annotated Colorectal Cancer Tissue Images from Gland Layout
Srijay Deshpande, Fayyaz Minhas, Nasir Rajpoot
Critical Synthesis Colorectal Cancer Tissue Image Synthetic Annotation

May 7, 2023

SynthMix: Mixing up Aligned Synthesis for Medical Cross-Modality Domain Adaptation
Xinwen Zhang, Chaoyi Zhang, Dongnan Liu, Qianbi Yu, Weidong Cai
Domain Adaptation GAN Model Synthetic Image Critical Synthesis GAN Training Segmentation Benchmark Adversarial Method

April 28, 2023

Ensuring Reliable Robot Task Performance through Probabilistic Rare-Event Verification and Synthesis
Guy Scher, Sadra Sadraddini, Ariel Yadin, Hadas Kress-Gazit
Robotic System Critical Synthesis Signal Temporal Logic Probabilistic Verification

April 24, 2023

Zero-shot text-to-speech synthesis conditioned using self-supervised speech representation model
Kenichi Fujita, Takanori Ashihara, Hiroki Kanagawa, Takafumi Moriya, Yusuke Ijima
Zero Shot Speech Representation Critical Synthesis Zero Shot Text to Speech Voice Style Transfer Self Supervised Speech Representation Model

April 19, 2023

Single-View View Synthesis with Self-Rectified Pseudo-Stereo
Yang Zhou, Hanjie Wu, Wenxi Liu, Zheng Xiong, Jing Qin, Shengfeng He
View Synthesis Critical Synthesis Single View Stereo Rectification

March 30, 2023

Synthesis of Mathematical programs from Natural Language Specifications
Ganesh Prasath, Shirish Karande
Natural Language Critical Synthesis Linear Programming Code Synthesis Algorithmic System

March 23, 2023

Top-Down Visual Attention from Analysis by Synthesis
Baifeng Shi, Trevor Darrell, Xin Wang
General Analysis Critical Synthesis Visual Attention Top Down Attention

March 17, 2023

Verification and Synthesis of Robust Control Barrier Functions: Multilevel Polynomial Optimization and Semidefinite Relaxation
Shucheng Kang, Yuxiao Chen, Heng Yang, Marco Pavone
Control Barrier Function Critical Synthesis Verification Task Control Affine Convex Constraint Semidefinite Relaxation Polynomial Optimization

March 2, 2023

Optimization-Based Deep learning methods for Magnetic Resonance Imaging Reconstruction and Synthesis
Wanyu Bian
Deep Learning Critical Synthesis dMRI Reconstruction Variational Model Magnetic Resonance Image Reconstruction Learning Based Image Reconstruction

February 26, 2023

Closed-loop Error Correction Learning Accelerates Experimental Discovery of Thermoelectric Materials
Hitarth Choubisa, Md Azimul Haque, Tong Zhu, Lewei Zeng, Maral Vafaie, Derya Baran, Edward H Sargent
Critical Synthesis Learning With Error Synthetic Route Thermoelectric Material

February 14, 2023

February 7, 2023

Act for Your Duties but Maintain Your Rights
Shufang Zhu, Giuseppe De Giacomo
Critical Synthesis Intelligent Agent Literature Review Human Right Face Act Higher Order Responsibility LTLf Synthesis

February 5, 2023

Precursor recommendation for inorganic synthesis by machine learning materials similarity from scientific literature
Tanjin He, Haoyan Huo, Christopher J. Bartel, Zheren Wang, Kevin Cruse, Gerbrand Ceder
Critical Synthesis Specific Heuristic Scientific Literature Material Project Material Synthesis Simpler Precursor

January 25, 2023

Synthesis with Explicit Dependencies
Priyanka Golia, Subhajit Roy, Kuldeep S. Meel
Critical Synthesis Propositional Logic Boolean Question Dependency Analysis

January 9, 2023

An Impartial Transformer for Story Visualization
Nikolaos Tsakas, Maria Lymperaiou, Giorgos Filandrianos, Giorgos Stamou
Critical Synthesis Scene Structure Story Visualization Frequency Aware Transformer

January 4, 2023

Automatically Prepare Training Data for YOLO Using Robotic In-Hand Observation and Synthesis
Hao Chen, Weiwei Wan, Masaki Matsushita, Takeyuki Kotaka, Kensuke Harada
Deep Learning Critical Synthesis YOLO Object Detector Training Robotic in Hand Manipulation

December 20, 2022

Texture Representation via Analysis and Synthesis with Generative Adversarial Networks
Jue Lin, Gaurav Sharma, Thrasyvoulos N. Pappas
Generative Adversarial Network General Analysis Critical Synthesis GAN Inversion Texture Synthesis Texture Representation

Critical Synthesis

Papers

A unified front-end framework for English text-to-speech synthesis

Synthesis of Annotated Colorectal Cancer Tissue Images from Gland Layout

SynthMix: Mixing up Aligned Synthesis for Medical Cross-Modality Domain Adaptation

Ensuring Reliable Robot Task Performance through Probabilistic Rare-Event Verification and Synthesis

Zero-shot text-to-speech synthesis conditioned using self-supervised speech representation model

Single-View View Synthesis with Self-Rectified Pseudo-Stereo

Synthesis of Mathematical programs from Natural Language Specifications

Top-Down Visual Attention from Analysis by Synthesis

Verification and Synthesis of Robust Control Barrier Functions: Multilevel Polynomial Optimization and Semidefinite Relaxation

Optimization-Based Deep learning methods for Magnetic Resonance Imaging Reconstruction and Synthesis

Closed-loop Error Correction Learning Accelerates Experimental Discovery of Thermoelectric Materials

Painting 3D Nature in 2D: View Synthesis of Natural Scenes from a Single Semantic Mask

Point Cloud Registration for LiDAR and Photogrammetric Data: a Critical Synthesis and Performance Analysis on Classic and Deep Learning Algorithms

Text-Guided Scene Sketch-to-Photo Synthesis

Act for Your Duties but Maintain Your Rights

Precursor recommendation for inorganic synthesis by machine learning materials similarity from scientific literature

Synthesis with Explicit Dependencies

An Impartial Transformer for Story Visualization

Automatically Prepare Training Data for YOLO Using Robotic In-Hand Observation and Synthesis

Texture Representation via Analysis and Synthesis with Generative Adversarial Networks