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Albumentations: fast and flexible image augmentations

Albumentations: fast and flexible image augmentations

18 September 2018
A. Buslaev
Alex Parinov
Eugene Khvedchenya
V. Iglovikov
Alexandr A Kalinin
ArXivPDFHTML

Papers citing "Albumentations: fast and flexible image augmentations"

50 / 169 papers shown
Title
Remote Sensing Imagery for Flood Detection: Exploration of Augmentation Strategies
Remote Sensing Imagery for Flood Detection: Exploration of Augmentation Strategies
Vladyslav Polushko
Damjan Hatic
Ronald Rösch
Thomas Marz
M. Rauhut
Andreas Weinmann
36
0
0
28 Apr 2025
Improving Small Drone Detection Through Multi-Scale Processing and Data Augmentation
Improving Small Drone Detection Through Multi-Scale Processing and Data Augmentation
Rayson Laroca
Marcelo dos Santos
David Menotti
ObjD
46
1
0
27 Apr 2025
Leveraging Modified Ex Situ Tomography Data for Segmentation of In Situ Synchrotron X-Ray Computed Tomography
Leveraging Modified Ex Situ Tomography Data for Segmentation of In Situ Synchrotron X-Ray Computed Tomography
Tristan Manchester
Adam Anders
Julio Spadotto
Hannah Eccleston
William Beavan
Hugues Arcis
Brian J. Connolly
29
0
0
27 Apr 2025
Kinship Verification through a Forest Neural Network
Kinship Verification through a Forest Neural Network
Ali Nazari
M. Moghaddam
Omidreza Borzoei
CVBM
23
0
0
26 Apr 2025
A Multimodal Hybrid Late-Cascade Fusion Network for Enhanced 3D Object Detection
A Multimodal Hybrid Late-Cascade Fusion Network for Enhanced 3D Object Detection
Carlo Sgaravatti
Roberto Basla
Riccardo Pieroni
Matteo Corno
S. Savaresi
Luca Magri
Giacomo Boracchi
3DPC
46
0
0
25 Apr 2025
Embedding Shift Dissection on CLIP: Effects of Augmentations on VLM's Representation Learning
Embedding Shift Dissection on CLIP: Effects of Augmentations on VLM's Representation Learning
Ashim Dahal
Saydul Akbar Murad
Nick Rahimi
VLM
47
0
0
30 Mar 2025
Normalized Matching Transformer
Normalized Matching Transformer
Abtin Pourhadi
Paul Swoboda
ViT
42
0
0
22 Mar 2025
Long-tailed Medical Diagnosis with Relation-aware Representation Learning and Iterative Classifier Calibration
Long-tailed Medical Diagnosis with Relation-aware Representation Learning and Iterative Classifier Calibration
Li Pan
Yupei Zhang
Qiushi Yang
Tan Li
Zhen Chen
49
0
0
05 Feb 2025
Enhancing kelp forest detection in remote sensing images using crowdsourced labels with Mixed Vision Transformers and ConvNeXt segmentation models
Enhancing kelp forest detection in remote sensing images using crowdsourced labels with Mixed Vision Transformers and ConvNeXt segmentation models
Ioannis Nasios
31
0
0
23 Jan 2025
Distilled Transformers with Locally Enhanced Global Representations for Face Forgery Detection
Distilled Transformers with Locally Enhanced Global Representations for Face Forgery Detection
Yaning Zhang
Qiufu Li
Zitong Yu
L. Shen
ViT
52
3
0
31 Dec 2024
Training Strategies for Isolated Sign Language Recognition
Training Strategies for Isolated Sign Language Recognition
Karina Kvanchiani
Roman Kraynov
Elizaveta Petrova
Petr Surovcev
Aleksandr Nagaev
A. Kapitanov
76
1
0
16 Dec 2024
Conformal-in-the-Loop for Learning with Imbalanced Noisy Data
Conformal-in-the-Loop for Learning with Imbalanced Noisy Data
J. B. Graham-Knight
Jamil Fayyad
Nourhan Bayasi
Patricia Lasserre
H. Najjaran
35
0
0
04 Nov 2024
Erase, then Redraw: A Novel Data Augmentation Approach for Free Space Detection Using Diffusion Model
Erase, then Redraw: A Novel Data Augmentation Approach for Free Space Detection Using Diffusion Model
Fulong Ma
Weiqing Qi
Guoyang Zhao
Ming Liu
Jun Ma
DiffM
27
0
0
30 Sep 2024
UL-VIO: Ultra-lightweight Visual-Inertial Odometry with Noise Robust
  Test-time Adaptation
UL-VIO: Ultra-lightweight Visual-Inertial Odometry with Noise Robust Test-time Adaptation
Jinho Park
Se Young Chun
Mingoo Seok
TTA
33
0
0
19 Sep 2024
Unsupervised Feature Orthogonalization for Learning Distortion-Invariant
  Representations
Unsupervised Feature Orthogonalization for Learning Distortion-Invariant Representations
Sebastian Doerrich
Francesco Di Salvo
Christian Ledig
OOD
28
0
0
18 Sep 2024
Metadata augmented deep neural networks for wild animal classification
Metadata augmented deep neural networks for wild animal classification
Aslak Tøn
Ammar Ahmed
Ali Shariq Imran
Mohib Ullah
R. Muhammad Atif Azad
32
0
0
07 Sep 2024
Synthetic dual image generation for reduction of labeling efforts in
  semantic segmentation of micrographs with a customized metric function
Synthetic dual image generation for reduction of labeling efforts in semantic segmentation of micrographs with a customized metric function
Matias Oscar Volman Stern
Dominic Hohs
Markos Diomataris
Michael J. Black
Gerhard Schneider
DiffM
29
0
0
01 Aug 2024
SegSTRONG-C: Segmenting Surgical Tools Robustly On Non-adversarial Generated Corruptions -- An EndoVis'24 Challenge
SegSTRONG-C: Segmenting Surgical Tools Robustly On Non-adversarial Generated Corruptions -- An EndoVis'24 Challenge
Hao Ding
Tuxun Lu
Yuqian Zhang
Ruixing Liang
Hongchao Shu
...
Bo Wang
Marcos Fernández-Rodríguez
Estevao Lima
João L. Vilaça
Mathias Unberath
60
4
0
16 Jul 2024
Segmenting Medical Images with Limited Data
Segmenting Medical Images with Limited Data
Zhaoshan Liua
Qiujie Lv
Chau Hung Lee
L. Shen
59
11
0
12 Jul 2024
NeRF-Feat: 6D Object Pose Estimation using Feature Rendering
NeRF-Feat: 6D Object Pose Estimation using Feature Rendering
Shishir Reddy Vutukur
Heike Brock
Benjamin Busam
Tolga Birdal
Andreas Hutter
Slobodan Ilic
38
5
0
19 Jun 2024
Video-Language Critic: Transferable Reward Functions for
  Language-Conditioned Robotics
Video-Language Critic: Transferable Reward Functions for Language-Conditioned Robotics
Minttu Alakuijala
Reginald McLean
Isaac Woungang
Nariman Farsad
Samuel Kaski
Pekka Marttinen
Kai Yuan
LM&Ro
34
1
0
30 May 2024
Image segmentation of treated and untreated tumor spheroids by Fully Convolutional Networks
Image segmentation of treated and untreated tumor spheroids by Fully Convolutional Networks
Matthias Streller
S. Michlíková
Willy Ciecior
Katharina Lönnecke
L. Kunz-Schughart
Steffen Lange
Anja Voss-Böhme
61
1
0
02 May 2024
Constellation Dataset: Benchmarking High-Altitude Object Detection for
  an Urban Intersection
Constellation Dataset: Benchmarking High-Altitude Object Detection for an Urban Intersection
Mehmet Kerem Turkcan
Sanjeev Narasimhan
Chengbo Zang
Gyung Hyun Je
Bo Yu
Mahshid Ghasemi
Javad Ghaderi
Gil Zussman
Z. Kostić
33
2
0
25 Apr 2024
Multi Positive Contrastive Learning with Pose-Consistent Generated
  Images
Multi Positive Contrastive Learning with Pose-Consistent Generated Images
Sho Inayoshi
Aji Resindra Widya
Satoshi Ozaki
Junji Otsuka
Takeshi Ohashi
3DH
44
1
0
04 Apr 2024
Personalized 3D Human Pose and Shape Refinement
Personalized 3D Human Pose and Shape Refinement
Tom Wehrbein
Bodo Rosenhahn
Iain A. Matthews
Carsten Stoll
3DH
20
1
0
18 Mar 2024
Unifying Feature and Cost Aggregation with Transformers for Semantic and
  Visual Correspondence
Unifying Feature and Cost Aggregation with Transformers for Semantic and Visual Correspondence
Sung‐Jin Hong
Seokju Cho
Seungryong Kim
Stephen Lin
ViT
51
5
0
17 Mar 2024
Weakly Supervised Object Detection in Chest X-Rays with Differentiable
  ROI Proposal Networks and Soft ROI Pooling
Weakly Supervised Object Detection in Chest X-Rays with Differentiable ROI Proposal Networks and Soft ROI Pooling
Philip Muller
Felix Meissen
Georgios Kaissis
Daniel Rueckert
27
3
0
19 Feb 2024
One-shot Imitation in a Non-Stationary Environment via Multi-Modal Skill
One-shot Imitation in a Non-Stationary Environment via Multi-Modal Skill
Sangwoo Shin
Daehee Lee
Minjong Yoo
Woo Kyung Kim
Honguk Woo
32
9
0
13 Feb 2024
Self-Supervised Representation Learning for Nerve Fiber Distribution Patterns in 3D-PLI
Self-Supervised Representation Learning for Nerve Fiber Distribution Patterns in 3D-PLI
Alexander Oberstrass
Sascha E. A. Muenzing
Meiqi Niu
N. Palomero-Gallagher
Christian Schiffer
M. Axer
K. Amunts
Timo Dickscheid
27
3
0
30 Jan 2024
Automatic hip osteoarthritis grading with uncertainty estimation from
  computed tomography using digitally-reconstructed radiographs
Automatic hip osteoarthritis grading with uncertainty estimation from computed tomography using digitally-reconstructed radiographs
Masachika Masuda
Mazen Soufi
Yoshito Otake
Keisuke Uemura
Sotaro Kono
...
Yi Gu
Masaki Takao
Seiji Okada
Nobuhiko Sugano
Yoshinobu Sato
OOD
21
5
0
30 Dec 2023
NDELS: A Novel Approach for Nighttime Dehazing, Low-Light Enhancement,
  and Light Suppression
NDELS: A Novel Approach for Nighttime Dehazing, Low-Light Enhancement, and Light Suppression
Silvano Bernabel
S. Agaian
38
3
0
11 Dec 2023
LiDAR-based curb detection for ground truth annotation in automated
  driving validation
LiDAR-based curb detection for ground truth annotation in automated driving validation
Jose Luis Apellániz
Mikel García
Nerea Aranjuelo
Javier Barandiarán
Marcos Nieto
32
3
0
01 Dec 2023
Automated Measurement of Vascular Calcification in Femoral
  Endarterectomy Patients Using Deep Learning
Automated Measurement of Vascular Calcification in Femoral Endarterectomy Patients Using Deep Learning
Alireza Bagheri Rajeoni
Breanna Pederson
Daniel G. Clair
S. Lessner
H. Valafar
16
6
0
27 Nov 2023
Classifying cow stall numbers using YOLO
Classifying cow stall numbers using YOLO
Dheeraj Vajjarapu
18
1
0
23 Nov 2023
PMP-Swin: Multi-Scale Patch Message Passing Swin Transformer for Retinal
  Disease Classification
PMP-Swin: Multi-Scale Patch Message Passing Swin Transformer for Retinal Disease Classification
Zhihan Yang
Zhiming Cheng
Tengjin Weng
Shucheng He
Yaqi Wang
Xin Ye
Shuai Wang
MedIm
11
1
0
20 Nov 2023
SSG2: A new modelling paradigm for semantic segmentation
SSG2: A new modelling paradigm for semantic segmentation
F. Diakogiannis
S. Furby
P. Caccetta
Xiaoliang Wu
Rodrigo Ibata
O. Hlinka
John Taylor
VLM
37
0
0
12 Oct 2023
Online Supervised Training of Spaceborne Vision during Proximity
  Operations using Adaptive Kalman Filtering
Online Supervised Training of Spaceborne Vision during Proximity Operations using Adaptive Kalman Filtering
T. Park
Simone DÁmico
26
8
0
20 Sep 2023
Generalized Cross-domain Multi-label Few-shot Learning for Chest X-rays
Generalized Cross-domain Multi-label Few-shot Learning for Chest X-rays
Aroof Aimen
Arsh Verma
Makarand Tapaswi
N. C. Krishnan
35
0
0
08 Sep 2023
unORANIC: Unsupervised Orthogonalization of Anatomy and
  Image-Characteristic Features
unORANIC: Unsupervised Orthogonalization of Anatomy and Image-Characteristic Features
Sebastian Doerrich
Francesco Di Salvo
C. Ledig
32
3
0
29 Aug 2023
ASY-VRNet: Waterway Panoptic Driving Perception Model based on
  Asymmetric Fair Fusion of Vision and 4D mmWave Radar
ASY-VRNet: Waterway Panoptic Driving Perception Model based on Asymmetric Fair Fusion of Vision and 4D mmWave Radar
Runwei Guan
Shanliang Yao
Xiaohui Zhu
Ka Lok Man
Yong Yue
Jeremy S. Smith
Eng Gee Lim
Yutao Yue
35
9
0
20 Aug 2023
Flight Contrail Segmentation via Augmented Transfer Learning with Novel
  SR Loss Function in Hough Space
Flight Contrail Segmentation via Augmented Transfer Learning with Novel SR Loss Function in Hough Space
Junzi Sun
Esther Roosenbrand
6
4
0
22 Jul 2023
Putting Humans in the Image Captioning Loop
Putting Humans in the Image Captioning Loop
Aliki Anagnostopoulou
Mareike Hartmann
Daniel Sonntag
VLM
27
1
0
06 Jun 2023
TSGM: A Flexible Framework for Generative Modeling of Synthetic Time
  Series
TSGM: A Flexible Framework for Generative Modeling of Synthetic Time Series
Alexander Nikitin
Letizia Iannucci
Samuel Kaski
TTA
SyDa
AI4TS
31
10
0
19 May 2023
Face Recognition Using Synthetic Face Data
Face Recognition Using Synthetic Face Data
Omer Granoviter
Alexey Gruzdev
V. Loginov
Max Kogan
Orly Zvitia
54
1
0
17 May 2023
Advancing Ischemic Stroke Diagnosis: A Novel Two-Stage Approach for
  Blood Clot Origin Identification
Advancing Ischemic Stroke Diagnosis: A Novel Two-Stage Approach for Blood Clot Origin Identification
Koushik Sivarama Krishnan
P. J. J. Nikesh
Swathi Gnanasekar
Karthik Sivarama Krishnan
19
0
0
26 Apr 2023
Augmentation-based Domain Generalization for Semantic Segmentation
Augmentation-based Domain Generalization for Semantic Segmentation
Manuel Schwonberg
Fadoua El Bouazati
Nico M. Schmidt
Hanno Gottschalk
40
7
0
24 Apr 2023
Deployment of Image Analysis Algorithms under Prevalence Shifts
Deployment of Image Analysis Algorithms under Prevalence Shifts
Patrick Godau
P. Kalinowski
E. Christodoulou
Annika Reinke
M. Tizabi
Luciana Ferrer
Paul Jäger
Lena Maier-Hein
34
9
0
22 Mar 2023
Vision Transformer-based Model for Severity Quantification of Lung
  Pneumonia Using Chest X-ray Images
Vision Transformer-based Model for Severity Quantification of Lung Pneumonia Using Chest X-ray Images
Bouthaina Slika
Fadi Dornaika
H. Merdji
K. Hammoudi
ViT
MedIm
26
0
0
18 Mar 2023
Unproportional mosaicing
Unproportional mosaicing
Vojtech Molek
P. Hurtík
Pavel Vlasánek
D. Adamczyk
21
1
0
03 Mar 2023
A Convolutional-Transformer Network for Crack Segmentation with Boundary
  Awareness
A Convolutional-Transformer Network for Crack Segmentation with Boundary Awareness
Huaqi Tao
Bing Liu
Jinqiang Cui
Hong Zhang
ViT
15
23
0
23 Feb 2023
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