Adobe Research » Publications

Publication date: December 12, 2020

Constraint Sampling Reinforcement Learning for Recommendation Systems

Challenges of Real-World RL, NeurIPS 2020 Workshop

Tong Mu, Georgios Theocharous, David Arbour

AI & Machine Learning

Publication date: December 11, 2020

Audio-Based Music Structure Analysis: Current Trends, Open Challenges, and Applications

Transactions of the International Society for Music Information Retrieval (TISMIR)

Oriol Nieto, Gautham Mysore, Cheng-i Wang, Jordan B. L. Smith, Jan Schlüter, Thomas Grill, Brian McFee

AI & Machine Learning
Audio

Publication date: December 8, 2020

“Judge me by my size (noun), do you?” YodaLib: A Demographic-Aware Humor Generation Framework

The 28th International Conference on Computational Linguistics (COLING 2020)

Aparna Garimella, Carmen Banea, Nabil Hossain, Rada Mihalcea

AI & Machine Learning
Natural Language Processing

Publication date: December 7, 2020

A Cascade Approach to Neural Abstractive Summarization with Content Selection and Fusion

AACL-IJCNLP 2020

Logan Lebanoff, Franck Dernoncourt, Doo Soon Kim, Walter Chang, Fei Liu

AI & Machine Learning
Document Intelligence
Natural Language Processing

Publication date: December 6, 2020

Towards Safe Policy Improvement for Non-Stationary MDPs

Neural Information Processing Systems (NeurIPS 2020)

Yash Chandak, Scott Jordan, Georgios Theocharous, Martha White, Philip S. Thomas

Spotlight

AI & Machine Learning

Publication date: December 6, 2020

Few-shot Image Generation via Self-adaptation

Neurips 2020

Yijun Li, Richard Zhang, Jingwan (Cynthia) Lu, Eli Shechtman

AI & Machine Learning
Computer Vision, Imaging & Video

Publication date: December 6, 2020

Swapping Autoencoder for Deep Image Manipulation

Neurips 2020

Taesung Park, Jun-Yan Zhu, Oliver Wang, Jingwan (Cynthia) Lu, Eli Shechtman, Alexei A. Efros, Richard Zhang

AI & Machine Learning
Computer Vision, Imaging & Video

Publication date: December 6, 2020

Elastic-InfoGAN: Unsupervised Disentangled Representation Learning in Class-Imbalanced Data

Conference on Neural Information Processing Systems (NeurIPS)

Utkarsh Ojha, Krishna Kumar Singh, Cho-Jui Hsieh, Yong Jae Lee

AI & Machine Learning
Computer Vision, Imaging & Video

Publication date: December 4, 2020

A Benchmark and Baseline for Language-Driven Image Editing

ACCV 2020

Jing Shi, Ning Xu, Trung Bui, Franck Dernoncourt, Zheng Wen, Chenliang Xu

AI & Machine Learning
Computer Vision, Imaging & Video
Natural Language Processing

Publication date: December 4, 2020

DeformSyncNet: Deformation Transfer via Synchronized Shape Deformation Spaces

SIGGRAPH Asia

Minhyuk Sung, Zhenyu Jiang, Panos Achlioptas, Niloy J. Mitra, Leonidas J. Guibas

AI & Machine Learning
Graphics (2D & 3D)

Publication date: December 1, 2020

Vax-a-Net: Training-time Defence Against Adversarial Patch Attacks

Asian Conference on Computer Vision (ACCV)

Tommy Gittings, Steve Schneider, John Collomosse

AI & Machine Learning
Computer Vision, Imaging & Video

Publication date: December 1, 2020

DeepVoxels++: Enhancing the Fidelity of Novel View Synthesis from 3D Voxel Embeddings

Asian Conference on Computer Vision (ACCV)

Tong He, John Collomosse, Hailin Jin, Stefano Soatto

AI & Machine Learning
AR, VR & 360 Photography
Graphics (2D & 3D)

Publication date: November 30, 2020

MakeItTalk: Speaker-Aware Talking Head Animation

SIGGRAPH Asia 2020

Yang Zhou, Xintong Han, Eli Shechtman, Jose Echevarria, Evangelos Kalogerakis, Dingzeyu Li

AI & Machine Learning
Audio
Graphics (2D & 3D)

Publication date: November 25, 2020

Motion Annotation Programs: A Scalable Approach to Annotating Kinematic Articulations in Large 3D Shape Collections

3DV

Xianghao Xu, David Charatan, Sonia Raychaudhuri, Hanxiao Jiang, Mae Heitmann, Vladimir (Vova) Kim, Siddhartha Chaudhuri, Manolis Savva, Angel X. Chang, Daniel Ritchie

AI & Machine Learning
Computer Vision, Imaging & Video
Content Intelligence
Graphics (2D & 3D)
Human Computer Interaction
Systems & Languages

Publication date: November 25, 2020

COALESCE: Component Assembly by Learning to Synthesize Connections

3DV (oral)

Kangxue Yin, Zhiqin Chen, Siddhartha Chaudhuri, Matt Fisher, Vladimir (Vova) Kim, Hao Zhang

AI & Machine Learning
Computer Vision, Imaging & Video
Content Intelligence
Graphics (2D & 3D)

Publication date: November 20, 2020

ViLBERTScore: Evaluating Image Caption Using Vision-and-Language BERT

EMNLP 2020 Eval4NLP

Hwanhee Lee, David Seunghyun Yoon, Franck Dernoncourt, Doo Soon Kim, Trung Bui, Kyomin Jung

AI & Machine Learning
Computer Vision, Imaging & Video
Natural Language Processing

Publication date: November 18, 2020

Introducing Syntactic Structures into Target Opinion Word Extraction with Deep Learning

EMNLP 2020

Amir Pouran Ben Veyseh, Nasim Nouri, Franck Dernoncourt, Dejing Dou, Thien Huu Nguyen

AI & Machine Learning
Document Intelligence
Natural Language Processing

Publication date: November 18, 2020

Learning to Fuse Sentences with Transformers for Summarization

EMNLP 2020

Logan Lebanoff, Franck Dernoncourt, Doo Soon Kim, Lidan Wang, Walter Chang, Fei Liu

AI & Machine Learning
Document Intelligence
Natural Language Processing

Publication date: November 18, 2020

Variational Hierarchical Dialog Autoencoder for Dialog State Tracking Data Augmentation

EMNLP 2020

Kang Min Yoo, Hanbit Lee, Franck Dernoncourt, Trung Bui, Walter Chang, Sang-goo Lee

AI & Machine Learning
Intelligent Agents & Assistants
Natural Language Processing

Publication date: November 18, 2020

Improving Aspect-based Sentiment Analysis with Gated Graph Convolutional Networks and Syntax-based Regulation

EMNLP Findings 2020

Amir Pouran Ben Veyseh, Nasim Nouri, Franck Dernoncourt, Quan Hung Tran, Dejing Dou, Thien Huu Nguyen

AI & Machine Learning
Document Intelligence
Natural Language Processing

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