Xu Ouyang | DeepAI

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∙ 07/28/2022

Efficient Model Finetuning for Text Classification via Data Filtering

As model finetuning is central to the modern NLP, we set to maximize its...

0 Xu Ouyang, et al. ∙

∙ 07/24/2022

e-G2C: A 0.14-to-8.31 μJ/Inference NN-based Processor with Continuous On-chip Adaptation for Anomaly Detection and ECG Conversion from EGM

This work presents the first silicon-validated dedicated EGM-to-ECG (G2C...

0 fcq, et al. ∙

∙ 07/08/2022

SuperTickets: Drawing Task-Agnostic Lottery Tickets from Supernets via Jointly Architecture Searching and Parameter Pruning

Neural architecture search (NAS) has demonstrated amazing success in sea...

1 Haoran You, et al. ∙

∙ 06/15/2022

i-FlatCam: A 253 FPS, 91.49 μJ/Frame Ultra-Compact Intelligent Lensless Camera for Real-Time and Efficient Eye Tracking in VR/AR

We present a first-of-its-kind ultra-compact intelligent camera system, ...

0 fcq, et al. ∙

∙ 10/26/2021

Drawing Robust Scratch Tickets: Subnetworks with Inborn Robustness Are Found within Randomly Initialized Networks

Deep Neural Networks (DNNs) are known to be vulnerable to adversarial at...

20 Yonggan Fu, et al. ∙

∙ 10/20/2021

Semi-supervised Domain Adaptation for Semantic Segmentation

Deep learning approaches for semantic segmentation rely primarily on sup...

0 Ying Chen, et al. ∙

∙ 04/16/2021

"BNN - BN = ?": Training Binary Neural Networks without Batch Normalization

Batch normalization (BN) is a key facilitator and considered essential f...

0 Tianlong Chen, et al. ∙

∙ 01/25/2021

Mask-based Data Augmentation for Semi-supervised Semantic Segmentation

Semantic segmentation using convolutional neural networks (CNN) is a cru...

0 Ying Chen, et al. ∙

∙ 12/03/2020

Domain Adaptation of Aerial Semantic Segmentation

Semantic segmentation has achieved significant advances in recent years....

0 Ying Chen, et al. ∙

∙ 08/28/2020

Adaptive WGAN with loss change rate balancing

Optimizing the discriminator in Generative Adversarial Networks (GANs) t...

0 Xu Ouyang, et al. ∙

∙ 06/08/2018

Generating Image Sequence from Description with LSTM Conditional GAN

Generating images from word descriptions is a challenging task. Generati...

0 Xu Ouyang, et al. ∙

∙ 05/09/2018

Layered Optical Flow Estimation Using a Deep Neural Network with a Soft Mask

Using a layered representation for motion estimation has the advantage o...

0 Xi Zhang, et al. ∙

∙ 12/02/2017

Lecture video indexing using boosted margin maximizing neural networks

This paper presents a novel approach for lecture video indexing using a ...

0 Di Ma, et al. ∙