Lite-HRNet: A Lightweight High-Resolution Network

Overview

LiteHRNet Benchmark

🔥 🔥 Based on MMsegmentation 🔥 🔥

Cityscapes

FCN resize concat

config mIoU last mAcc last eval last mIoU best mAcc best eval best download
fcn-resize-concat_litehr18-with-head_512x1024_8x2_160k_cityscapes 71.81 80.6 10 71.81 80.6 10 log | 20210816_121228.log.json
fcn-resize-concat_litehr18-with-head_512x1024_8x2_320k_cityscapes 71.96 80.43 10 71.96 80.43 10 log | 20210816_121228.log.json
fcn-resize-concat_litehr18-with-head_512x1024_8x2_640k_cityscapes 69.29 78.91 8 69.29 78.91 8 log | 20210816_121228.log.json
fcn-resize-concat_litehr18-without-head_512x1024_8x2_160k_cityscapes 68.99 77.63 10 68.99 77.63 10 log | 20210816_121228.log.json
fcn-resize-concat_litehr18-without-head_512x1024_8x2_320k_cityscapes 70.42 78.72 10 70.42 78.72 10 log | 20210816_121228.log.json
fcn-resize-concat_litehr18-without-head_512x1024_8x2_640k_cityscapes 67.12 75.84 7 67.12 75.84 7 log | 20210816_121228.log.json
fcn-resize-concat_litehr30-with-head_512x1024_8x2_160k_cityscapes 73.81 82.42 10 73.81 82.42 10 log | 20210816_121228.log.json
fcn-resize-concat_litehr30-with-head_512x1024_8x2_320k_cityscapes 74.46 82.41 10 74.46 82.41 10 log | 20210816_121228.log.json
fcn-resize-concat_litehr30-with-head_512x1024_8x2_640k_cityscapes 69.15 79.65 6 69.15 79.65 6 log | 20210816_121228.log.json
fcn-resize-concat_litehr30-without-head_512x1024_8x2_160k_cityscapes 72.11 80.72 10 72.11 80.72 10 log | 20210816_121228.log.json
fcn-resize-concat_litehr30-without-head_512x1024_8x2_320k_cityscapes 72.12 80.15 10 72.12 80.15 10 log | 20210816_121228.log.json
fcn-resize-concat_litehr30-without-head_512x1024_8x2_640k_cityscapes 67.31 77.76 5 67.31 77.76 5 log | 20210816_121228.log.json

FCN

config mIoU last mAcc last eval last mIoU best mAcc best eval best download
fcn_litehr18-with-head_512x1024_8x2_160k_cityscapes 71.49 79.95 10 71.49 79.95 10 log | 20210816_121228.log.json
fcn_litehr18-with-head_512x1024_8x2_320k_cityscapes 73.03 81.35 10 73.03 81.35 10 log | 20210816_121228.log.json
fcn_litehr18-with-head_512x1024_8x2_640k_cityscapes 68.06 76.67 8 68.26 77.17 7 log | 20210816_121228.log.json
fcn_litehr18-without-head_512x1024_8x2_160k_cityscapes 69.43 78.15 10 69.43 78.15 10 log | 20210816_121228.log.json
fcn_litehr18-without-head_512x1024_8x2_320k_cityscapes 70.61 78.87 10 70.61 78.87 10 log | 20210816_121228.log.json
fcn_litehr18-without-head_512x1024_8x2_640k_cityscapes 63.83 73.11 4 63.83 73.11 4 log | 20210816_121228.log.json
fcn_litehr30-with-head_512x1024_8x2_160k_cityscapes 72.65 81.36 10 72.65 81.36 10 log | 20210816_121228.log.json
fcn_litehr30-with-head_512x1024_8x2_320k_cityscapes 74.98 83.22 10 74.98 83.22 10 log | 20210816_121228.log.json
fcn_litehr30-with-head_512x1024_8x2_640k_cityscapes 69.11 78.88 6 69.11 78.88 6 log | 20210816_121228.log.json
fcn_litehr30-without-head_512x1024_8x2_160k_cityscapes 72.78 81.37 10 72.78 81.37 10 log | 20210816_121228.log.json
fcn_litehr30-without-head_512x1024_8x2_320k_cityscapes 72.37 80.29 10 72.37 80.29 10 log | 20210816_121228.log.json
fcn_litehr30-without-head_512x1024_8x2_640k_cityscapes 63.53 74.6 4 65.91 75.91 3 log | 20210816_121228.log.json

ADE20k

FCN resize concat

config mIoU last mAcc last eval last mIoU best mAcc best eval best download
fcn-resize-concat_litehr18-with-head_512x512_160k_ade20k 16.15 22.12 2 16.15 22.12 2 log | 20210816_121228.log.json
fcn-resize-concat_litehr18-with-head_512x512_160k_ade20k 24.2 31.67 10 24.2 31.67 10 log | 20210816_121228.log.json
fcn-resize-concat_litehr18-with-head_512x512_160k_ade20k 26.17 34.86 10 26.17 34.86 10 log | 20210816_121228.log.json
fcn-resize-concat_litehr18-without-head_512x512_160k_ade20k 16.89 22.96 2 16.89 22.96 2 log | 20210816_121228.log.json
fcn-resize-concat_litehr18-without-head_512x512_160k_ade20k 24.71 32.46 10 24.71 32.46 10 log | 20210816_121228.log.json
fcn-resize-concat_litehr30-with-head_512x512_160k_ade20k 16.77 22.89 2 16.77 22.89 2 log | 20210816_121228.log.json
fcn-resize-concat_litehr30-with-head_512x512_160k_ade20k 26.81 34.96 10 26.81 34.96 10 log | 20210816_121228.log.json
fcn-resize-concat_litehr30-without-head_512x512_160k_ade20k 16.37 22.7 2 16.37 22.7 2 log | 20210816_121228.log.json
fcn-resize-concat_litehr30-without-head_512x512_160k_ade20k 24.38 32.52 10 24.38 32.52 10 log | 20210816_121228.log.json

FCN

config mIoU last mAcc last eval last mIoU best mAcc best eval best download
fcn_litehr18-with-head_512x512_160k_ade20k 0 0 0 0 0 0 log | 20210816_121228.log.json
fcn_litehr18-with-head_512x512_160k_ade20k 23.82 31.51 10 23.82 31.51 10 log | 20210816_121228.log.json
fcn_litehr18-with-head_512x512_160k_ade20k 24.14 31.81 10 24.14 31.81 10 log | 20210816_121228.log.json
fcn_litehr18-without-head_512x512_160k_ade20k 12.23 17.0 2 12.23 17.0 2 log | 20210816_121228.log.json
fcn_litehr18-without-head_512x512_160k_ade20k 20.82 27.58 10 20.82 27.58 10 log | 20210816_121228.log.json
fcn_litehr18-without-head_512x512_160k_ade20k 21.98 29.06 10 21.98 29.06 10 log | 20210816_121228.log.json
fcn_litehr30-with-head_512x512_160k_ade20k 14.11 19.06 3 14.11 19.06 3 log | 20210816_121228.log.json
fcn_litehr30-with-head_512x512_160k_ade20k 24.06 31.78 10 24.06 31.78 10 log | 20210816_121228.log.json
fcn_litehr30-without-head_512x512_160k_ade20k 14.37 19.21 3 14.37 19.21 3 log | 20210816_121228.log.json
fcn_litehr30-without-head_512x512_160k_ade20k 25.22 32.67 10 25.22 32.67 10 log | 20210816_121228.log.json
Domain Generalization for Mammography Detection via Multi-style and Multi-view Contrastive Learning

MSVCL_MICCAI2021 Installation Please follow the instruction in pytorch-CycleGAN-and-pix2pix to install. Example Usage An example of vendor-styles tran

Jaron Lee 11 Oct 19, 2022
Face Recognition and Emotion Detector Device

Face Recognition and Emotion Detector Device Orange PI 1 Python 3.10.0 + Django 3.2.9 Project's file explanation Django manage.py Django commands hand

BootyAss 2 Dec 21, 2021
A font family with a great monospaced variant for programmers.

Fantasque Sans Mono A programming font, designed with functionality in mind, and with some wibbly-wobbly handwriting-like fuzziness that makes it unas

Jany Belluz 6.3k Jan 08, 2023
A repository for the paper "Improved Adversarial Systems for 3D Object Generation and Reconstruction".

Improved Adversarial Systems for 3D Object Generation and Reconstruction: This is a repository for the paper "Improved Adversarial Systems for 3D Obje

Edward Smith 188 Dec 25, 2022
The final project of "Applying AI to 2D Medical Imaging Data" of "AI for Healthcare" nanodegree - Udacity.

Pneumonia Detection from X-Rays Project Overview In this project, you will apply the skills that you have acquired in this 2D medical imaging course t

Omar Laham 1 Jan 14, 2022
A simple, unofficial implementation of MAE using pytorch-lightning

Masked Autoencoders in PyTorch A simple, unofficial implementation of MAE (Masked Autoencoders are Scalable Vision Learners) using pytorch-lightning.

Connor Anderson 20 Dec 03, 2022
CNNs for Sentence Classification in PyTorch

Introduction This is the implementation of Kim's Convolutional Neural Networks for Sentence Classification paper in PyTorch. Kim's implementation of t

Shawn Ng 956 Dec 19, 2022
Official Pytorch implementation of ICLR 2018 paper Deep Learning for Physical Processes: Integrating Prior Scientific Knowledge.

Deep Learning for Physical Processes: Integrating Prior Scientific Knowledge: Official Pytorch implementation of ICLR 2018 paper Deep Learning for Phy

emmanuel 47 Nov 06, 2022
wlad 2 Dec 19, 2022
SuperSDR: multiplatform KiwiSDR + CAT transceiver integrator

SuperSDR SuperSDR integrates a realtime spectrum waterfall and audio receive from any KiwiSDR around the world, together with a local (or remote) cont

Marco Cogoni 30 Nov 29, 2022
DenseCLIP: Language-Guided Dense Prediction with Context-Aware Prompting

DenseCLIP: Language-Guided Dense Prediction with Context-Aware Prompting Created by Yongming Rao*, Wenliang Zhao*, Guangyi Chen, Yansong Tang, Zheng Z

Yongming Rao 321 Dec 27, 2022
A collection of loss functions for medical image segmentation

A collection of loss functions for medical image segmentation

Jun 3.1k Jan 03, 2023
A bare-bones Python library for quality diversity optimization.

pyribs Website Source PyPI Conda CI/CD Docs Docs Status Twitter pyribs.org GitHub docs.pyribs.org A bare-bones Python library for quality diversity op

ICAROS 127 Jan 06, 2023
Fast and scalable uncertainty quantification for neural molecular property prediction, accelerated optimization, and guided virtual screening.

Evidential Deep Learning for Guided Molecular Property Prediction and Discovery Ava Soleimany*, Alexander Amini*, Samuel Goldman*, Daniela Rus, Sangee

Alexander Amini 75 Dec 15, 2022
A lightweight deep network for fast and accurate optical flow estimation.

FastFlowNet: A Lightweight Network for Fast Optical Flow Estimation The official PyTorch implementation of FastFlowNet (ICRA 2021). Authors: Lingtong

Tone 161 Jan 03, 2023
💊 A 3D Generative Model for Structure-Based Drug Design (NeurIPS 2021)

A 3D Generative Model for Structure-Based Drug Design Coming soon... Citation @inproceedings{luo2021sbdd, title={A 3D Generative Model for Structu

Shitong Luo 118 Jan 05, 2023
Learning the Beauty in Songs: Neural Singing Voice Beautifier; ACL 2022 (Main conference); Official code

Learning the Beauty in Songs: Neural Singing Voice Beautifier Jinglin Liu, Chengxi Li, Yi Ren, Zhiying Zhu, Zhou Zhao Zhejiang University ACL 2022 Mai

Jinglin Liu 257 Dec 30, 2022
TensorFlow Implementation of "Show, Attend and Tell"

Show, Attend and Tell Update (December 2, 2016) TensorFlow implementation of Show, Attend and Tell: Neural Image Caption Generation with Visual Attent

Yunjey Choi 902 Nov 29, 2022
Pre-trained Deep Learning models and demos (high quality and extremely fast)

OpenVINOâ„¢ Toolkit - Open Model Zoo repository This repository includes optimized deep learning models and a set of demos to expedite development of hi

OpenVINO Toolkit 3.4k Dec 31, 2022
Python and Julia in harmony.

PythonCall & JuliaCall Bringing Python® and Julia together in seamless harmony: Call Python code from Julia and Julia code from Python via a symmetric

Christopher Rowley 414 Jan 07, 2023