Search Results for author: Hui Miao

Found 11 papers, 2 papers with code

RFDforFin: Robust Deep Forgery Detection for GAN-generated Fingerprint Images

no code implementations18 Aug 2023 Hui Miao, Yuanfang Guo, Yunhong Wang

In this paper, we propose the first deep forgery detection approach for fingerprint images, which combines unique ridge features of fingerprint and generation artifacts of the GAN-generated images, to the best of our knowledge.

Binary Classification Image Generation

Robust 2D/3D Vehicle Parsing in CVIS

no code implementations11 Mar 2021 Hui Miao, Feixiang Lu, Zongdai Liu, Liangjun Zhang, Dinesh Manocha, Bin Zhou

We combine these novel algorithms and datasets to develop a robust approach for 2D/3D vehicle parsing for CVIS.

Benchmarking Data Augmentation +4

Fine-Grained Vehicle Perception via 3D Part-Guided Visual Data Augmentation

1 code implementation15 Dec 2020 Feixiang Lu, Zongdai Liu, Hui Miao, Peng Wang, Liangjun Zhang, Ruigang Yang, Dinesh Manocha, Bin Zhou

For autonomous driving, the dynamics and states of vehicle parts such as doors, the trunk, and the bonnet can provide meaningful semantic information and interaction states, which are essential to ensuring the safety of the self-driving vehicle.

Autonomous Driving Data Augmentation +3

PerMO: Perceiving More at Once from a Single Image for Autonomous Driving

no code implementations16 Jul 2020 Feixiang Lu, Zongdai Liu, Xibin Song, Dingfu Zhou, Wei Li, Hui Miao, Miao Liao, Liangjun Zhang, Bin Zhou, Ruigang Yang, Dinesh Manocha

We present a novel approach to detect, segment, and reconstruct complete textured 3D models of vehicles from a single image for autonomous driving.

3D Reconstruction Autonomous Driving +3

ModelHub: Towards Unified Data and Lifecycle Management for Deep Learning

no code implementations18 Nov 2016 Hui Miao, Ang Li, Larry S. Davis, Amol Deshpande

Deep learning modeling lifecycle generates a rich set of data artifacts, such as learned parameters and training logs, and comprises of several frequently conducted tasks, e. g., to understand the model behaviors and to try out new models.

Management

ProvDB: A System for Lifecycle Management of Collaborative Analysis Workflows

no code implementations17 Oct 2016 Hui Miao, Amit Chavan, Amol Deshpande

As data-driven methods are becoming pervasive in a wide variety of disciplines, there is an urgent need to develop scalable and sustainable tools to simplify the process of data science, to make it easier to keep track of the analyses being performed and datasets being generated, and to enable introspection of the workflows.

Databases

A Hypergraph-Partitioned Vertex Programming Approach for Large-scale Consensus Optimization

no code implementations30 Aug 2013 Hui Miao, Xiangyang Liu, Bert Huang, Lise Getoor

In modern data science problems, techniques for extracting value from big data require performing large-scale optimization over heterogenous, irregularly structured data.

hypergraph partitioning

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