Search Results for author: Jun Jiang

Found 21 papers, 12 papers with code

InstructPipe: Building Visual Programming Pipelines with Human Instructions

no code implementations15 Dec 2023 Zhongyi Zhou, Jing Jin, Vrushank Phadnis, Xiuxiu Yuan, Jun Jiang, Xun Qian, Jingtao Zhou, Yiyi Huang, Zheng Xu, yinda zhang, Kristen Wright, Jason Mayes, Mark Sherwood, Johnny Lee, Alex Olwal, David Kim, Ram Iyengar, Na Li, Ruofei Du

Our user study (N=16) showed that InstructPipe empowers novice users to streamline their workflow in creating desired ML pipelines, reduce their learning curve, and spark innovative ideas with open-ended commands.

Category Feature Transformer for Semantic Segmentation

1 code implementation10 Aug 2023 Quan Tang, Chuanjian Liu, Fagui Liu, Yifan Liu, Jun Jiang, BoWen Zhang, Kai Han, Yunhe Wang

Aggregation of multi-stage features has been revealed to play a significant role in semantic segmentation.

Segmentation Semantic Segmentation

Single Image Deraining via Feature-based Deep Convolutional Neural Network

no code implementations3 May 2023 Chaobing Zheng, Jun Jiang, Wenjian Ying, Shiqian Wu

A single image deraining algorithm based on the combination of data-driven and model-based approaches is proposed.

Single Image Deraining

Recovering Sign Bits of DCT Coefficients in Digital Images as an Optimization Problem

1 code implementation2 Nov 2022 Ruiyuan Lin, Sheng Liu, Jun Jiang, Shujun Li, Chengqing Li, C. -C. Jay Kuo

Recovering unknown, missing, damaged, distorted, or lost information in DCT coefficients is a common task in multiple applications of digital image processing, including image compression, selective image encryption, and image communication.

Image Compression SSIM

Overexposure Mask Fusion: Generalizable Reverse ISP Multi-Step Refinement

no code implementations20 Oct 2022 Jinha Kim, Jun Jiang, Jinwei Gu

With the advent of deep learning methods replacing the ISP in transforming sensor RAW readings into RGB images, numerous methodologies solidified into real-life applications.

Raw reconstruction

Low-Light Image and Video Enhancement Using Deep Learning: A Survey

3 code implementations21 Apr 2021 Chongyi Li, Chunle Guo, Linghao Han, Jun Jiang, Ming-Ming Cheng, Jinwei Gu, Chen Change Loy

Low-light image enhancement (LLIE) aims at improving the perception or interpretability of an image captured in an environment with poor illumination.

Face Detection Low-Light Image Enhancement +1

EPRNet: Efficient Pyramid Representation Network for Real-Time Street Scene Segmentation

no code implementations IEEE Transactions on Intelligent Transportation Systems 2021 Quan Tang, Fagui Liu, Jun Jiang, Yu Zhang

Current scene segmentation methods suffer from cumbersome model structures and high computational complexity, impeding their applications to real-world scenarios that require real-time processing.

Image Classification Scene Segmentation +1

HDR Video Reconstruction with Tri-Exposure Quad-Bayer Sensors

no code implementations19 Mar 2021 Yitong Jiang, Inchang Choi, Jun Jiang, Jinwei Gu

We propose a novel high dynamic range (HDR) video reconstruction method with new tri-exposure quad-bayer sensors.

Video Reconstruction

Attention-guided Chained Context Aggregation for Semantic Segmentation

3 code implementations27 Feb 2020 Quan Tang, Fagui Liu, Tong Zhang, Jun Jiang, Yu Zhang

The way features propagate in Fully Convolutional Networks is of momentous importance to capture multi-scale contexts for obtaining precise segmentation masks.

Ranked #26 on Semantic Segmentation on SUN-RGBD (using extra training data)

Decoder Semantic Segmentation

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