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Bag of Freebies for Training Object Detection Neural Networks
v1v2v3 (latest)

Bag of Freebies for Training Object Detection Neural Networks

11 February 2019
Zhi-Li Zhang
Tong He
Hang Zhang
Zhongyue Zhang
Junyuan Xie
Mu Li
    VLMObjD
ArXiv (abs)PDFHTML

Papers citing "Bag of Freebies for Training Object Detection Neural Networks"

50 / 66 papers shown
Benchmarking pig detection and tracking under diverse and challenging conditions
Benchmarking pig detection and tracking under diverse and challenging conditionsComputers and Electronics in Agriculture (CEA), 2025
Jonathan Henrich
Christian Post
Maximilian Zilke
Parth Shiroya
Emma Chanut
Amir Mollazadeh Yamchi
Ramin Yahyapour
Thomas Kneib
Imke Traulsen
293
5
0
22 Jul 2025
Scalable and Reliable Multi-agent Reinforcement Learning for Traffic Assignment
Scalable and Reliable Multi-agent Reinforcement Learning for Traffic Assignment
Leizhen Wang
Peibo Duan
Cheng Lyu
Zewen Wang
Z. He
Nan Zheng
Zhenliang Ma
159
0
0
20 Jun 2025
YOLO11 to Its Genesis: A Decadal and Comprehensive Review of The You Only Look Once (YOLO) Series
YOLO11 to Its Genesis: A Decadal and Comprehensive Review of The You Only Look Once (YOLO) SeriesArtificial Intelligence Review (Artif Intell Rev), 2024
Ranjan Sapkota
Rizwan Qureshi
Marco Flores Calero
Chetan Badjugar
Upesh Nepal
...
U. B. P. Vaddevolu
Sheheryar Khan
Maged Shoman
Hong-Mei Yan
Manoj Karkee
616
2
0
10 Jan 2025
MaskBlur: Spatial and Angular Data Augmentation for Light Field Image
  Super-Resolution
MaskBlur: Spatial and Angular Data Augmentation for Light Field Image Super-ResolutionIEEE transactions on multimedia (IEEE TMM), 2024
Wentao Chao
Fuqing Duan
Yulan Guo
Guanghui Wang
299
1
0
09 Oct 2024
MAC: ModAlity Calibration for Object Detection
MAC: ModAlity Calibration for Object Detection
Yutian Lei
Jun Liu
Dong Huang
ObjD
360
2
0
14 Oct 2023
Representation Synthesis by Probabilistic Many-Valued Logic Operation in
  Self-Supervised Learning
Representation Synthesis by Probabilistic Many-Valued Logic Operation in Self-Supervised LearningIEEE Open Journal of Signal Processing (IEEE Open J. Signal Process.), 2023
Hiroki Nakamura
Masashi Okada
T. Taniguchi
SSLNAI
306
0
0
08 Sep 2023
Improving the performance of object detection by preserving label
  distribution
Improving the performance of object detection by preserving label distribution
Heewon Lee
Sangtae Ahn
ObjD
196
1
0
28 Aug 2023
Semantic Graph Representation Learning for Handwritten Mathematical
  Expression Recognition
Semantic Graph Representation Learning for Handwritten Mathematical Expression RecognitionIEEE International Conference on Document Analysis and Recognition (ICDAR), 2023
Zhuang Liu
Ye Yuan
Zhilong Ji
Jingfeng Bai
X. Bai
248
8
0
21 Aug 2023
VIPriors 3: Visual Inductive Priors for Data-Efficient Deep Learning
  Challenges
VIPriors 3: Visual Inductive Priors for Data-Efficient Deep Learning Challenges
Robert-Jan Bruintjes
A. Lengyel
Marcos Baptista-Rios
O. Kayhan
Davide Zambrano
Nergis Tomen
Jan van Gemert
226
9
0
31 May 2023
PillarNeXt: Rethinking Network Designs for 3D Object Detection in LiDAR
  Point Clouds
PillarNeXt: Rethinking Network Designs for 3D Object Detection in LiDAR Point CloudsComputer Vision and Pattern Recognition (CVPR), 2023
Jin-Yang Li
Chenxu Luo
Xiaodong Yang
3DPC
422
149
0
08 May 2023
DistractFlow: Improving Optical Flow Estimation via Realistic
  Distractions and Pseudo-Labeling
DistractFlow: Improving Optical Flow Estimation via Realistic Distractions and Pseudo-LabelingComputer Vision and Pattern Recognition (CVPR), 2023
Jisoo Jeong
H. Cai
Risheek Garrepalli
Fatih Porikli
329
18
0
24 Mar 2023
Supervision Interpolation via LossMix: Generalizing Mixup for Object
  Detection and Beyond
Supervision Interpolation via LossMix: Generalizing Mixup for Object Detection and BeyondAAAI Conference on Artificial Intelligence (AAAI), 2023
Thanh Tien Vu
Baochen Sun
Bodi Yuan
Alex Ngai
Yueqi Li
Jan-Michael Frahm
418
7
0
18 Mar 2023
A Survey of Mix-based Data Augmentation: Taxonomy, Methods,
  Applications, and Explainability
A Survey of Mix-based Data Augmentation: Taxonomy, Methods, Applications, and ExplainabilityACM Computing Surveys (ACM CSUR), 2022
Chengtai Cao
Fan Zhou
Yurou Dai
Jianping Wang
Kunpeng Zhang
AAML
377
64
0
21 Dec 2022
Multi-level and multi-modal feature fusion for accurate 3D object
  detection in Connected and Automated Vehicles
Multi-level and multi-modal feature fusion for accurate 3D object detection in Connected and Automated VehiclesSocial Science Research Network (SSRN), 2022
Yiming Hou
Mahdi Rezaei
R. Romano
3DPC
360
0
0
15 Dec 2022
RTMDet: An Empirical Study of Designing Real-Time Object Detectors
RTMDet: An Empirical Study of Designing Real-Time Object Detectors
Chengqi Lyu
Wenwei Zhang
Haian Huang
Yue Zhou
Yudong Wang
Yanyi Liu
Shilong Zhang
Kai-xiang Chen
ObjD
510
746
0
14 Dec 2022
Avoiding spurious correlations via logit correction
Avoiding spurious correlations via logit correctionInternational Conference on Learning Representations (ICLR), 2022
Sheng Liu
Xu Zhang
Nitesh Sekhar
Yue Wu
Prateek Singhal
C. Fernandez‐Granda
303
42
0
02 Dec 2022
D2DF2WOD: Learning Object Proposals for Weakly-Supervised Object
  Detection via Progressive Domain Adaptation
D2DF2WOD: Learning Object Proposals for Weakly-Supervised Object Detection via Progressive Domain AdaptationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022
Yuting Wang
Ricardo Guerrero
Vladimir Pavlovic
260
5
0
02 Dec 2022
Analyzing Deep Learning Representations of Point Clouds for Real-Time
  In-Vehicle LiDAR Perception
Analyzing Deep Learning Representations of Point Clouds for Real-Time In-Vehicle LiDAR Perception
Marc Uecker
Tobias Fleck
Marcel Pflugfelder
J. Marius Zöllner
3DPC
317
10
0
26 Oct 2022
The Lie Derivative for Measuring Learned Equivariance
The Lie Derivative for Measuring Learned EquivarianceInternational Conference on Learning Representations (ICLR), 2022
Nate Gruver
Marc Finzi
Micah Goldblum
A. Wilson
380
59
0
06 Oct 2022
PolarMix: A General Data Augmentation Technique for LiDAR Point Clouds
PolarMix: A General Data Augmentation Technique for LiDAR Point CloudsNeural Information Processing Systems (NeurIPS), 2022
Aoran Xiao
Jiaxing Huang
Dayan Guan
Kaiwen Cui
Shijian Lu
Ling Shao
3DPC
392
127
0
30 Jul 2022
When Counting Meets HMER: Counting-Aware Network for Handwritten
  Mathematical Expression Recognition
When Counting Meets HMER: Counting-Aware Network for Handwritten Mathematical Expression RecognitionEuropean Conference on Computer Vision (ECCV), 2022
Bohan Li
Ye Yuan
Dingkang Liang
Xiao-Chang Liu
Zhilong Ji
Jinfeng Bai
Wenyu Liu
Xiang Bai
247
64
0
23 Jul 2022
An advanced combination of semi-supervised Normalizing Flow & Yolo
  (YoloNF) to detect and recognize vehicle license plates
An advanced combination of semi-supervised Normalizing Flow & Yolo (YoloNF) to detect and recognize vehicle license plates
Khalid Oublal
Xinyi Dai
109
4
0
21 Jul 2022
Complementary datasets to COCO for object detection
Complementary datasets to COCO for object detection
Ali Borji
VLMObjD
143
4
0
23 Jun 2022
FCN-Pose: A Pruned and Quantized CNN for Robot Pose Estimation for
  Constrained Devices
FCN-Pose: A Pruned and Quantized CNN for Robot Pose Estimation for Constrained Devices
M. Dantas
I. R. R. Silva
A. T. O. Filho
Gibson B. N. Barbosa
Daniel Bezerra
D. Sadok
J. Kelner
M. Marquezini
Ricardo F. D. Silva
145
2
0
26 May 2022
Evaluating Context for Deep Object Detectors
Evaluating Context for Deep Object Detectors
O. Kayhan
Jan van Gemert
ObjD
202
5
0
05 May 2022
A Survivor in the Era of Large-Scale Pretraining: An Empirical Study of
  One-Stage Referring Expression Comprehension
A Survivor in the Era of Large-Scale Pretraining: An Empirical Study of One-Stage Referring Expression ComprehensionIEEE transactions on multimedia (IEEE TMM), 2022
Gen Luo
Weihao Ye
Jiamu Sun
Xiaoshuai Sun
Rongrong Ji
ObjD
304
13
0
17 Apr 2022
Bridging the Source-to-target Gap for Cross-domain Person
  Re-Identification with Intermediate Domains
Bridging the Source-to-target Gap for Cross-domain Person Re-Identification with Intermediate Domains
Yongxing Dai
Yifan Sun
Jun Liu
Zekun Tong
Yi Yang
Ling-yu Duan
214
16
0
03 Mar 2022
Syntax-Aware Network for Handwritten Mathematical Expression Recognition
Syntax-Aware Network for Handwritten Mathematical Expression RecognitionComputer Vision and Pattern Recognition (CVPR), 2022
Ye Yuan
Xiao-Chang Liu
Wondimu Dikubab
Hui Liu
Zhilong Ji
Zhongqin Wu
X. Bai
526
101
0
03 Mar 2022
Visual Transformers with Primal Object Queries for Multi-Label Image
  Classification
Visual Transformers with Primal Object Queries for Multi-Label Image Classification
V. O. Yazici
Joost van de Weijer
Longlong Yu
ViT
210
2
0
10 Dec 2021
Network Augmentation for Tiny Deep Learning
Network Augmentation for Tiny Deep Learning
Han Cai
Chuang Gan
Ji Lin
Song Han
336
34
0
17 Oct 2021
Enabling Level-4 Autonomous Driving on a Single $1k Off-the-Shelf Card
Enabling Level-4 Autonomous Driving on a Single $1k Off-the-Shelf Card
Hsin-Hsuan Sung
Yuanchao Xu
Jiexiong Guan
Wei Niu
Shaoshan Liu
Bin Ren
Yanzhi Wang
Xipeng Shen
322
5
0
12 Oct 2021
IDM: An Intermediate Domain Module for Domain Adaptive Person Re-ID
IDM: An Intermediate Domain Module for Domain Adaptive Person Re-IDIEEE International Conference on Computer Vision (ICCV), 2021
Yongxing Dai
Jun Liu
Yifan Sun
Zekun Tong
Fangqiu Yi
Ling-yu Duan
272
143
0
05 Aug 2021
YOLOX: Exceeding YOLO Series in 2021
YOLOX: Exceeding YOLO Series in 2021
Zheng Ge
Songtao Liu
Feng Wang
Zeming Li
Jian Sun
ObjD
931
5,625
0
18 Jul 2021
GuidedMix-Net: Learning to Improve Pseudo Masks Using Labeled Images as
  Reference
GuidedMix-Net: Learning to Improve Pseudo Masks Using Labeled Images as Reference
Peng Tu
Yawen Huang
Rongrong Ji
Feng Zheng
Ling Shao
209
7
0
29 Jun 2021
Single Stage Class Agnostic Common Object Detection: A Simple Baseline
Single Stage Class Agnostic Common Object Detection: A Simple BaselineInternational Conference on Pattern Recognition Applications and Methods (ICPRAM), 2021
Chuong H. Nguyen
Thuy C. Nguyen
Anh H. Vo
Yamazaki Masayuki
ObjD
329
1
0
25 Apr 2021
Artificial and beneficial -- Exploiting artificial images for aerial
  vehicle detection
Artificial and beneficial -- Exploiting artificial images for aerial vehicle detectionIsprs Journal of Photogrammetry and Remote Sensing (ISPRS J. Photogramm. Remote Sens.), 2021
I. Weber
J. Bongartz
R. Roscher
369
13
0
07 Apr 2021
Achieving Domain Generalization in Underwater Object Detection by Domain
  Mixup and Contrastive Learning
Achieving Domain Generalization in Underwater Object Detection by Domain Mixup and Contrastive LearningNeurocomputing (Neurocomputing), 2021
Yang Chen
Pinhao Song
Hong Liu
Linhui Dai
Xiaochuan Zhang
Runwei Ding
Shengquan Li
528
69
0
06 Apr 2021
Scale-aware Automatic Augmentation for Object Detection
Scale-aware Automatic Augmentation for Object DetectionComputer Vision and Pattern Recognition (CVPR), 2021
Yukang Chen
Yanwei Li
Tao Kong
Lu Qi
Ruihang Chu
Lei Li
Jiaya Jia
228
59
0
31 Mar 2021
TransCenter: Transformers with Dense Representations for Multiple-Object
  Tracking
TransCenter: Transformers with Dense Representations for Multiple-Object TrackingIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021
Yihong Xu
Yutong Ban
Guillaume Delorme
Chuang Gan
Daniela Rus
Xavier Alameda-Pineda
VOT
419
162
0
28 Mar 2021
Robust and Accurate Object Detection via Adversarial Learning
Robust and Accurate Object Detection via Adversarial LearningComputer Vision and Pattern Recognition (CVPR), 2021
Xiangning Chen
Cihang Xie
Mingxing Tan
Li Zhang
Cho-Jui Hsieh
Boqing Gong
AAML
220
79
0
23 Mar 2021
Data Augmentation for Object Detection via Differentiable Neural
  Rendering
Data Augmentation for Object Detection via Differentiable Neural Rendering
G. Ning
Guang Chen
Chaowei Tan
Si Luo
Liefeng Bo
Heng Huang
378
7
0
04 Mar 2021
MosaicOS: A Simple and Effective Use of Object-Centric Images for
  Long-Tailed Object Detection
MosaicOS: A Simple and Effective Use of Object-Centric Images for Long-Tailed Object DetectionIEEE International Conference on Computer Vision (ICCV), 2021
Cheng Zhang
Tai-Yu Pan
Yandong Li
Hexiang Hu
D. Xuan
Soravit Changpinyo
Boqing Gong
Wei-Lun Chao
ObjDVLM
408
50
0
17 Feb 2021
Colonoscopy Polyp Detection: Domain Adaptation From Medical Report
  Images to Real-time Videos
Colonoscopy Polyp Detection: Domain Adaptation From Medical Report Images to Real-time Videos
Zhi-Qin Zhan
Huazhu Fu
Yan-Yao Yang
Yue Yu
Jie Liu
Yu-Gang Jiang
71
1
0
31 Dec 2020
Simple Copy-Paste is a Strong Data Augmentation Method for Instance
  Segmentation
Simple Copy-Paste is a Strong Data Augmentation Method for Instance SegmentationComputer Vision and Pattern Recognition (CVPR), 2020
Golnaz Ghiasi
Huayu Chen
A. Srinivas
Rui Qian
Nayeon Lee
E. D. Cubuk
Quoc V. Le
Barret Zoph
ISeg
1.1K
1,112
0
13 Dec 2020
Towards Better Object Detection in Scale Variation with Adaptive Feature
  Selection
Towards Better Object Detection in Scale Variation with Adaptive Feature Selection
Zehui Gong
Dong Li
ObjD
339
6
0
06 Dec 2020
Learn an Effective Lip Reading Model without Pains
Learn an Effective Lip Reading Model without Pains
Dalu Feng
Shuang Yang
Shiguang Shan
Xilin Chen
304
70
0
15 Nov 2020
TLGAN: document Text Localization using Generative Adversarial Nets
TLGAN: document Text Localization using Generative Adversarial Nets
Dongyoun Kim
M. Kwak
Eunji Won
Sejung Shin
Jeongyeon Nam
GAN
155
1
0
22 Oct 2020
Deep Learning in Diabetic Foot Ulcers Detection: A Comprehensive
  Evaluation
Deep Learning in Diabetic Foot Ulcers Detection: A Comprehensive Evaluation
Moi Hoon Yap
Ryo Hachiuma
A. Alavi
Raphael Brüngel
B. Cassidy
...
David Gillespie
N. Reeves
Joseph M Pappachan
C. O'Shea
E. Frank
FedML
394
148
0
07 Oct 2020
Bounding Boxes Are All We Need: Street View Image Classification via
  Context Encoding of Detected Buildings
Bounding Boxes Are All We Need: Street View Image Classification via Context Encoding of Detected BuildingsIEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS), 2020
Kun Zhao
Yongkun Liu
Siyuan Hao
Shaoxing Lu
Hongbin Liu
Lijian Zhou
255
25
0
03 Oct 2020
Anchor-free Small-scale Multispectral Pedestrian Detection
Anchor-free Small-scale Multispectral Pedestrian Detection
Alexander Wolpert
Michael Teutsch
M. Sarfraz
Rainer Stiefelhagen
ObjD
139
34
0
19 Aug 2020
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