Mask R CNN

Mask R-CNN is a deep learning-based instance segmentation technique that aims to precisely identify and delineate individual objects within images. Current research focuses on improving its performance and efficiency across diverse applications, including agricultural automation (e.g., leaf angle estimation, fruit detection), damage assessment (e.g., car damage, semiconductor defects), and medical imaging (e.g., brain tumor segmentation, coronary artery stenosis detection). This versatile approach is proving valuable in various fields by automating tasks that previously required significant manual effort, leading to increased efficiency and accuracy in data analysis.

Papers

August 1, 2024

Leaf Angle Estimation using Mask R-CNN and LETR Vision Transformer
Venkat Margapuri, Prapti Thapaliya, Trevor Rife
Vision Transformer Mask R CNN Plant Growth Simulation Leaf Image High Throughput Phenotyping Leaf Size

March 11, 2024

Car Damage Detection and Patch-to-Patch Self-supervised Image Alignment
Hanxiao Chen
Self Supervised Image Alignment Mask R CNN Traditional Computer Vision Car Damage

February 28, 2024

Multi-Scale Denoising in the Feature Space for Low-Light Instance Segmentation
Joanne Lin, Nantheera Anantrasirichai, David Bull
Instance Segmentation Low Light Image Denoising Model Mask R CNN Feature Denoising Low Light Datasets Block Local Learning

December 13, 2023

Comparing YOLOv8 and Mask RCNN for object segmentation in complex orchard environments
Ranjan Sapkota, Dawood Ahmed, Manoj Karkee
Instance Segmentation Object Segmentation Look Once Version 8 Mask RCNN Mask R CNN Orchard Environment Multi Object Segmentation Initial Segmentation

October 7, 2023

ConvNeXtv2 Fusion with Mask R-CNN for Automatic Region Based Coronary Artery Stenosis Detection for Disease Diagnosis
Sandesh Pokhrel, Sanjay Bhandari, Eduard Vazquez, Yash Raj Shrestha, Binod Bhattarai
ConvNeXt Model Mask RCNN Mask R CNN Fusion Encoder Coronary Angiography Salient Lesion

September 2, 2023

Soil Image Segmentation Based on Mask R-CNN
Yida Chen, Kang Liu, Yi Xin, Xinru Zhao
Mask R CNN Soil Image

August 31, 2023

Document Layout Analysis on BaDLAD Dataset: A Comprehensive MViTv2 Based Approach
Ashrafur Rahman Khan, Asif Azad
Pre Trained Transformer Architecture MAESTRO Dataset Document Layout Analysis Mask R CNN Transformer Backbone Mask Specific Loss

August 17, 2023

Automatic Cadastral Boundary Detection of Very High Resolution Images Using Mask R-CNN
Neda Rahimpour Anaraki, Alireza Azadbakht, Maryam Tahmasbi, Hadi Farahani, Saeed Reza Kheradpisheh, Alireza Javaheri
Computer Vision High Resolution Image ImageNet Dataset Sentence Simplification Mask R CNN

July 3, 2023

Depth video data-enabled predictions of longitudinal dairy cow body weight using thresholding and Mask R-CNN algorithms
Ye Bi, Leticia M. Campos, Jin Wang, Haipeng Yu, Mark D. Hanigan, Gota Morota
Data Driven Automatic Thresholding Mask R CNN Depth Video Weight Prediction

November 3, 2022

Deep Learning based Defect classification and detection in SEM images: A Mask R-CNN approach
Bappaditya Dey, Enrique Dehaerne, Kasem Khalil, Sandip Halder, Philippe Leray, Magdy A. Bayoumi
Deep Learning Data Detection SEM Image Defect Classification Defect Segmentation Mask R CNN Semiconductor Defect Inspection Defect Class

September 9, 2022

Investigation of a Machine learning methodology for the SKA pulsar search pipeline
Shashank Sanjay Bhat, Thiagaraj Prabu, Ben Stappers, Atul Ghalame, Snehanshu Saha, T. S. B Sudarshan, Zafiirah Hosenie
New Machine NCD Method Comprehensive Investigation R CNN Real Time Detection Mask R CNN Pulsar Time of Arrival

July 26, 2022

YOLO and Mask R-CNN for Vehicle Number Plate Identification
Siddharth Ganjoo
License Plate YOLO Shake Hand Mask R CNN

April 15, 2022

Transfer Learning for Instance Segmentation of Waste Bottles using Mask R-CNN Algorithm
Punitha Jaikumar, Remy Vandaele, Varun Ojha
Transfer Learning Instance Segmentation COCO Dataset Efficient Waste Region Proposal Mask RCNN Mask R CNN

April 4, 2022

A Novel Mask R-CNN Model to Segment Heterogeneous Brain Tumors through Image Subtraction
Sanskriti Singh
Brain Tumor MRI Data Mask R CNN Image Difference

March 23, 2022

A Deep Learning Framework to Reconstruct Face under Mask
Gourango Modak, Shuvra Smaran Das, Md. Ajharul Islam Miraj, Md. Kishor Morol
Deep Learning Framework Mask Frozen DETR Binary Mask Face Reconstruction Mask R CNN Learning Based Image Reconstruction

March 8, 2022

Boosting Mask R-CNN Performance for Long, Thin Forensic Traces with Pre-Segmentation and IoU Region Merging
Moritz Zink, Martin Schiele, Pengcheng Fan, Stephan Gasterstädt
Instance Segmentation Long Span Forensic Analysis Mask R CNN Prior Segmentation IOU Region Merging

February 15, 2022

SODAR: Segmenting Objects by DynamicallyAggregating Neighboring Mask Representations
Tao Wang, Jun Hao Liew, Yu Li, Yunpeng Chen, Jiashi Feng
Instance Segmentation Fully Convolutional Segment Object Mask R CNN Low Cost Obstacle Avoidance Sonar High Fidelity Mask Mask Representation

December 13, 2021

Active learning with MaskAL reduces annotation effort for training Mask R-CNN
Pieter M. Blok, Gert Kootstra, Hakim Elchaoui Elghor, Boubacar Diallo, Frits K. van Evert, Eldert J. van Henten
Convolutional Neural Network Active Learning Training Image Mask R CNN

November 15, 2021

Object Propagation via Inter-Frame Attentions for Temporally Stable Video Instance Segmentation
Anirudh S Chakravarthy, Won-Dong Jang, Zudi Lin, Donglai Wei, Song Bai, Hanspeter Pfister
Image Segmentation Video Instance Segmentation Frame Attention Mask R CNN Object Query

Mask R CNN

Papers

Leaf Angle Estimation using Mask R-CNN and LETR Vision Transformer

Car Damage Detection and Patch-to-Patch Self-supervised Image Alignment

Multi-Scale Denoising in the Feature Space for Low-Light Instance Segmentation

Comparing YOLOv8 and Mask RCNN for object segmentation in complex orchard environments

ConvNeXtv2 Fusion with Mask R-CNN for Automatic Region Based Coronary Artery Stenosis Detection for Disease Diagnosis

Soil Image Segmentation Based on Mask R-CNN

Document Layout Analysis on BaDLAD Dataset: A Comprehensive MViTv2 Based Approach

Automatic Cadastral Boundary Detection of Very High Resolution Images Using Mask R-CNN

Depth video data-enabled predictions of longitudinal dairy cow body weight using thresholding and Mask R-CNN algorithms

Deep Learning based Defect classification and detection in SEM images: A Mask R-CNN approach

Investigation of a Machine learning methodology for the SKA pulsar search pipeline

YOLO and Mask R-CNN for Vehicle Number Plate Identification

Transfer Learning for Instance Segmentation of Waste Bottles using Mask R-CNN Algorithm

A Novel Mask R-CNN Model to Segment Heterogeneous Brain Tumors through Image Subtraction

A Deep Learning Framework to Reconstruct Face under Mask

Boosting Mask R-CNN Performance for Long, Thin Forensic Traces with Pre-Segmentation and IoU Region Merging

SODAR: Segmenting Objects by DynamicallyAggregating Neighboring Mask Representations

Active learning with MaskAL reduces annotation effort for training Mask R-CNN

Object Propagation via Inter-Frame Attentions for Temporally Stable Video Instance Segmentation