Top 102 instance-segmentation open source projects

Flood-Filling Networks for instance segmentation in 3d volumes.

VoVNet backbone networks for detectron2, in CVPR 2020

D2Det: Towards High Quality Object Detection and Instance Segmentation (CVPR2020)

Associatively Segmenting Instances and Semantics in Point Clouds, CVPR 2019

OpenMMLab Detection Toolbox and Benchmark

Object Detection toolkit based on PaddlePaddle. It supports object detection, instance segmentation, multiple object tracking and real-time multi-person keypoint detection.

Weakly Supervised Segmentation with Tensorflow. Implements instance segmentation as described in Simple Does It: Weakly Supervised Instance and Semantic Segmentation, by Khoreva et al. (CVPR 2017).

🌱 Deep Learning for Instance Segmentation of Agricultural Fields - Master thesis

PyTorch re-implementation of DeepMask

SOLOv2: Dynamic, Faster and Stronger, achives 39.5mAP on coco test-dev (36 epochs result)

Complete-IoU (CIoU) Loss and Cluster-NMS for Object Detection and Instance Segmentation (YOLACT)

🛰️ List of satellite image training datasets with annotations for computer vision and deep learning

Keras-tensorflow implementation of PersonLab (https://arxiv.org/abs/1803.08225)

AdelaiDet is an open source toolbox for multiple instance-level detection and recognition tasks.

SOLO: Segmenting Objects by Locations

Tensorflow implementation of "Semantic Instance Segmentation with a Discriminative Loss Function"

Semi-Supervised Video Object Segmentation (VOS) with Tensorflow. Includes implementation of *MaskRNN: Instance Level Video Object Segmentation (NIPS 2017)* as part of the NIPS Paper Implementation Challenge.

Weakly- and Semi-Supervised Panoptic Segmentation (ECCV18)

My 5th place (out of 816 teams) solution to The 2018 Data Science Bowl organized by Booz Allen Hamilton

[CVPR'19] JSIS3D: Joint Semantic-Instance Segmentation of 3D Point Clouds

🐰 Python lib for remo - the app for annotations and images management in Computer Vision

[ECCV 2020] PSConv: Squeezing Feature Pyramid into One Compact Poly-Scale Convolutional Layer

Copy-paste augmentation for segmentation and detection tasks

Hierarchical perception library in Python for pose estimation, object detection, instance segmentation, keypoint estimation, face recognition, etc.

Official code for "Object counting and instance segmentation with image-level supervision", in CVPR 2019 and TPAMI 2020

SWA Object Detection

[CVPR19] DeepCO3: Deep Instance Co-segmentation by Co-peak Search and Co-saliency (Oral paper)

Mask R-CNN for object detection and instance segmentation on Pytorch

Implement of paper 《Attention-guided Context Feature Pyramid Network for Object Detection》

Boundary-preserving Mask R-CNN (ECCV 2020)

Unofficial implemention of lanenet model for real time lane detection using deep neural network model https://maybeshewill-cv.github.io/lanenet-lane-detection/

Conditional Convolutions for Instance Segmentation, achives 37.1mAP on coco val

📚 A collection of papers about Referring Image Segmentation.

Unsupervised instance segmentation via active robot interaction

PANet for Instance Segmentation and Object Detection

A Mask R-CNN Keras implementation with Modanet annotations on the Paperdoll dataset

End-to-end one-class instance segmentation based on U-Net architecture for Data Science Bowl 2018 in Kaggle

YOLACT: Real-time Instance Segmentation on the FCOS detector (without bbox cropping), achives 35.2mAP on coco val

SOLO and SOLOv2 for instance segmentation, ECCV 2020 & NeurIPS 2020.

GCNet: Non-local Networks Meet Squeeze-Excitation Networks and Beyond

Actor-Critic Instance Segmentation (CVPR 2019)

Official and maintained implementation of the paper Attention-Based Transformers for Instance Segmentation of Cells in Microstructures [BIBM 2020].

🔥Deep Learning for 3D Point Clouds (IEEE TPAMI, 2020)

Image Polygonal Annotation with Python (polygon, rectangle, circle, line, point and image-level flag annotation).

Inference Code for Polygon-RNN++ (CVPR 2018)

The first competitive instance segmentation approach that runs on small edge devices at real-time speeds.

PyTorch training/tool code for Polygon-RNN++ (CVPR 2018)

CenterMask : Real-Time Anchor-Free Instance Segmentation, in CVPR 2020

Real-time Anchor-Free Instance Segmentation, in CVPR 2020

UPSNet: A Unified Panoptic Segmentation Network

Detectorch - detectron for PyTorch

mmdetection源码注释

🔥🔥Official Repository for Multi-Human-Parsing (MHP)🔥🔥

The First Place Solution of Kaggle iMaterialist (Fashion) 2019 at FGVC6

Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow

A simple, fully convolutional model for real-time instance segmentation.

This is Pytorch re-implementation of our CVPR 2020 paper "Panoptic-DeepLab: A Simple, Strong, and Fast Baseline for Bottom-Up Panoptic Segmentation" (https://arxiv.org/abs/1911.10194)

Visit PixelLib's official documentation https://pixellib.readthedocs.io/en/latest/

[CVPR 2021] Involution: Inverting the Inherence of Convolution for Visual Recognition, a brand new neural operator