Multinomial Distribution Learning for Effective Neural Architecture Search arxiv2019code
HGC: Hierarchical Group Convolution for Highcdly Efficient Neural Network arxiv2019
DiCENet: Dimension-wise Convolutions for Efficient Networks arxiv2019code
Densely Connected Search Space for More Flexible Neural Architecture Search arxiv2019code
VarGNet: Variable Group Convolutional Neural Network for Efficient Embedded Computing arxiv2019Horizon Robotics
VarGFaceNet: An Efficient Variable Group Convolutional Neural Network for Lightweight Face Recognition VarGFaceNetcodeHorizon Robotics (1st place in The Lightweight Face Recognition Challenge & Workshop ICCV 2019)
Once for All: Train One Network and Specialize it for Efficient Deployment ICLR 2020ofaNetMIT && MIT-IBM Watson AI Lab
LPRNet: Lightweight Deep Network by Low-rank Pointwise Residual Convolution arxiv2019
Design of Real-time Semantic Segmentation Decoder for Automated Driving VISAPP2019
ThunderNet: A Turbo Unified Network for Real-Time Semantic Segmentation WACV2019
LEDNet: A Lightweight Encoder-Decoder Network for Real-time Semantic Segmentation ICIP2019code
Accurate Facial Image Parsing at Real-Time Speed TIP2019
Efficient Ladder-style DenseNets for Semantic Segmentation of Large Images arxiv2019
Nail Polish Try-On: Realtime Semantic Segmentation of Small Objects forNative and Browser Smartphone AR Applications CVPRW2019
ESNet: An Efficient Symmetric Network for Real-time Semantic Segmentation arxiv2019code
Real-time Hair Segmentation and Recoloring on Mobile GPUs 2019CVPRW
Efficient Segmentation: Learning Downsampling Near Semantic Boundaries arxiv2019
Multi-Class Lane Semantic Segmentation using Efficient Convolutional Networks MMSP 2019
A Comparative Study of High-Recall Real-Time Semantic Segmentation Based on Swift Factorized Network SPIE Security + Defence 2019code
Context-Integrated and Feature-Refined Network for Lightweight Urban Scene Parsing arxiv2019
DABNet: Depth-wise Asymmetric Bottleneck for Real-time Semantic Segmentation BMVC2019code
Learning Lightweight Lane Detection CNNs by Self Attention Distillation ICCV2019torchRepo
SqueezeNAS: Fast neural architecture search for faster semantic segmentation arxiv2019codesubmitted to ICCV Neural Architects workshop
ExtremeC3Net: Extreme Lightweight Portrait Segmentation Networks using Advanced C3-modules arxiv2019ExtremeC3NetSeoul National University && Clova AI, NAVER Corp
Customizable Architecture Search for Semantic Segmentation cvpr2019University of Science and Technology of China && JD AI Research
See More than Once – Kernel-Sharing Atrous Convolution for Semantic Segmentation arxiv2019University of Technology Sydney && East China Normal University
Feature Pyramid Encoding Network for Real-time Semantic Segmentation BMVC2019The University of Manchester
Graph-guided Architecture Search for Real-time Semantic Segmentation arxiv2019SenseTime Research && Zhejiang University
Eye Semantic Segmentation with a Lightweight Model ICCVW 2019codeChonnam National University
FDDWNet: A Lightweight Convolutional Neural Network for Real-time Sementic Segmentation arxiv2019Nanjing University of Posts & Telecommunications
Real-Time Semantic Segmentation via Multiply Spatial Fusion Network arxiv2019Beihang University &&Megvii Technology&&Peng Cheng Laboratory
RGPNet: A Real-Time General Purpose Semantic Segmentation arxiv2019Advanced Research Lab, NavInfo Europe
LiteSeg: A Novel Lightweight ConvNet for Semantic Segmentation DICTA2019
FasterSeg: Searching for Faster Real-time Semantic Segmentation ICIR2020FasterSegTexas A&M University && Horizon Robotics Inc
Real-time Segmentation and Facial Skin Tones Grading arxiv2019HLRNet
SINet: Extreme Lightweight Portrait Segmentation Networks with Spatial Squeeze Modules and Information Blocking Decoder WACV2020SINet
FarSee-Net: Real-Time Semantic Segmentation by Efficient Multi-scale Context Aggregation and Feature Space Super-resolution ICRA2020SenseTime && Tokyo University
Cars Can’t Fly up in the Sky: Improving Urban-Scene Segmentation via Height-driven Attention Networks CVPR2020HANetKorea University && CA
Real-Time High-Performance Semantic Image Segmentation of Urban Street Scenes arxiv2020XMU
Real-Time Semantic Segmentation via Auto Depth, Downsampling Joint Decision and Feature Aggregation arxiv2020ZheJiang University
BiSeNet V2: Bilateral Network with Guided Aggregation for Real-time Semantic Segmentation arxiv2020BiSeNet V2bisenetv2-tensorflowHUST && The University of Adelaide &&CUHK && Tencent
Bi-direction Context Propagation Network for Real-time Semantic Segmentation arxiv2020Hefei University of Technology
LRNNet: A Light-Weighted Network with Efficient Reduced Non-Local Operation for Real-Time Semantic Segmentation arxiv2020SJTU
Real-time Semantic Segmentation with Fast Attention arxiv2020HomepageFANetBoston University && Adobe Research
Ultra Fast Structure-aware Deep Lane Detection ECCV2020codeZhejiang University
Improving Semantic Segmentation via Decoupled Body and Edge Supervision ECCV2020DecoupleSegNetsPeking University && University of Oxford && SenseTime Research && Zhejiang Lab
Semantic Segmentation With Multi Scale Spatial Attention For Self Driving Cars arxiv2020
Densely Connected Search Space for More Flexible Neural Architecture Search arxiv2019codeHuazhong University of Science and Technology &&Horizon Robotics
FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search arxiv2019codeXiaomi AI Lab
XferNAS: Transfer Neural Architecture Search arxiv2019IBM Research
AutoML: A Survey of the State-of-the-Art arxiv2019Hong Kong Baptist University
MoGA: Searching Beyond MobileNetV3 arxiv2019codeXiaomi AI Lab
ScarletNAS: Bridging the Gap Between Scalability and Fairness in Neural Architecture Search arxiv2019codeXiaomi AI Lab && IoT
BANANAS: Bayesian Optimization with Neural Architectures for Neural Architecture Search arxivcodeblog
Fast and Practical Neural Architecture Search iccv2019CUHK && YouTu Lab, Tencent
Fair DARTS: Eliminating Unfair Advantages in Differentiable Architecture Search arxiv2019FairDARTSXiaomi AI Lab &&Minzu University of China
Blockwisely Supervised Neural Architecture Search with Knowledge Distillation arxiv2019DNADarkMatter AI Research && Monash University &&Sun Yat-sen University
EDAS: Efficient and Differentiable Architecture Search arxiv2019KAIST
Efficient Differentiable Neural Architecture Search with Meta Kernels arxiv2019HUST &&YITU &&NUS
AtomNAS: Fine-Grained End-to-End Neural Architecture Search ICIR2020AutoNASJohns Hopkins University && ByteDance AI Lab
EcoNAS: Finding Proxies for Economical Neural Architecture Search arxiv2020The University of Sydney &&Nanyang Technological University&&SenseTime Research
MixPath: A Unified Approach for One-shot Neural Architecture Search arxiv2020MixPathXiaomi AI Lab &&UCAS