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SIoU Loss: More Powerful Learning for Bounding Box Regression

SIoU Loss: More Powerful Learning for Bounding Box Regression

25 May 2022
Zhora Gevorgyan
ArXiv (abs)PDFHTML

Papers citing "SIoU Loss: More Powerful Learning for Bounding Box Regression"

33 / 33 papers shown
PT-DETR: Small Target Detection Based on Partially-Aware Detail Focus
PT-DETR: Small Target Detection Based on Partially-Aware Detail Focus
Bingcong Huo
Zhiming Wang
92
0
0
30 Oct 2025
MATrack: Efficient Multiscale Adaptive Tracker for Real-Time Nighttime UAV Operations
MATrack: Efficient Multiscale Adaptive Tracker for Real-Time Nighttime UAV Operations
Xuzhao Li
Xuchen Li
Shiyu Hu
103
0
0
24 Oct 2025
TinyDef-DETR: A DETR-based Framework for Defect Detection in Transmission Lines from UAV Imagery
TinyDef-DETR: A DETR-based Framework for Defect Detection in Transmission Lines from UAV Imagery
Feng Shen
Jiaming Cui
Shuai Zhou
Wenqiang Li
Ruifeng Qin
244
0
0
07 Sep 2025
RT-VLM: Re-Thinking Vision Language Model with 4-Clues for Real-World Object Recognition Robustness
RT-VLM: Re-Thinking Vision Language Model with 4-Clues for Real-World Object Recognition Robustness
Junghyun Park
Tuan Anh Nguyen
Dugki Min
VLM
132
0
0
01 Sep 2025
InterpIoU: Rethinking Bounding Box Regression with Interpolation-Based IoU Optimization
InterpIoU: Rethinking Bounding Box Regression with Interpolation-Based IoU Optimization
Haoyuan Liu
Hiroshi Watanabe
191
3
0
16 Jul 2025
Mitigating Context Bias in Domain Adaptation for Object Detection using Mask Pooling
Mitigating Context Bias in Domain Adaptation for Object Detection using Mask Pooling
Hojun Son
Asma Almutairi
Arpan Kusari
349
0
0
24 May 2025
Efficient Vision-based Vehicle Speed Estimation
Efficient Vision-based Vehicle Speed EstimationJournal of Real-Time Image Processing (JRIP), 2025
Andrej Macko
Lukás Gajdosech
Viktor Kocur
902
1
0
02 May 2025
CFIS-YOLO: A Lightweight Multi-Scale Fusion Network for Edge-Deployable Wood Defect Detection
CFIS-YOLO: A Lightweight Multi-Scale Fusion Network for Edge-Deployable Wood Defect Detection
Jincheng Kang
Yi Cen
Yigang Cen
Ke Wang
Yuhan Liu
164
1
0
15 Apr 2025
SO-DETR: Leveraging Dual-Domain Features and Knowledge Distillation for Small Object Detection
SO-DETR: Leveraging Dual-Domain Features and Knowledge Distillation for Small Object Detection
Huaxiang Zhang
Hao Zhang
Aoran Mei
Zhongxue Gan
Guo-Niu Zhu
344
7
0
11 Apr 2025
RS-YOLOX: A High Precision Detector for Object Detection in Satellite Remote Sensing Images
RS-YOLOX: A High Precision Detector for Object Detection in Satellite Remote Sensing ImagesApplied Sciences (AS), 2022
Lei Yang
Guowu Yuan
Hao Zhou
Hongyu Liu
Jian Chen
Hao Wu
394
39
0
05 Feb 2025
What is YOLOv6? A Deep Insight into the Object Detection Model
What is YOLOv6? A Deep Insight into the Object Detection Model
Athulya Sundaresan Geetha
3DHVLMObjD
317
6
0
17 Dec 2024
LAM-YOLO: Drones-based Small Object Detection on Lighting-Occlusion
  Attention Mechanism YOLO
LAM-YOLO: Drones-based Small Object Detection on Lighting-Occlusion Attention Mechanism YOLOComputer Vision and Image Understanding (CVIU), 2024
Yuchen Zheng
Yuxin Jing
Jufeng Zhao
Guangmang Cui
ObjD
319
9
0
01 Nov 2024
PK-YOLO: Pretrained Knowledge Guided YOLO for Brain Tumor Detection in Multiplanar MRI Slices
PK-YOLO: Pretrained Knowledge Guided YOLO for Brain Tumor Detection in Multiplanar MRI SlicesIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024
Ming Kang
F. F. Ting
Raphaël C.-W. Phan
C. Ting
ViTMedIm
360
5
0
29 Oct 2024
YOLO-ELA: Efficient Local Attention Modeling for High-Performance
  Real-Time Insulator Defect Detection
YOLO-ELA: Efficient Local Attention Modeling for High-Performance Real-Time Insulator Defect Detection
Olalekan Akindele
Joshua Atolagbe
149
4
0
15 Oct 2024
ALSS-YOLO: An Adaptive Lightweight Channel Split and Shuffling Network
  for TIR Wildlife Detection in UAV Imagery
ALSS-YOLO: An Adaptive Lightweight Channel Split and Shuffling Network for TIR Wildlife Detection in UAV ImageryIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IEEE JSTARS), 2024
Ang He
Xiaobo Li
Ximei Wu
Chengyue Su
Jing Chen
Sheng Xu
Xiaobin Guo
212
23
0
10 Sep 2024
EMDFNet: Efficient Multi-scale and Diverse Feature Network for Traffic
  Sign Detection
EMDFNet: Efficient Multi-scale and Diverse Feature Network for Traffic Sign DetectionInternational Conference on Artificial Neural Networks (ICANN), 2024
Pengyu Li
Chenhe Liu
Tengfei Li
Xinyu Wang
Shihui Zhang
Dongyang Yu
186
1
0
26 Aug 2024
LSM-YOLO: A Compact and Effective ROI Detector for Medical Detection
LSM-YOLO: A Compact and Effective ROI Detector for Medical Detection
Zhongwen Yu
Q. Guan
Jianmin Yang
Zhiqiang Yang
Qianwei Zhou
Yang Chen
Feng Chen
222
20
0
26 Aug 2024
Unified-IoU: For High-Quality Object Detection
Unified-IoU: For High-Quality Object Detection
Xiangjie Luo
Zhihao Cai
Bo Shao
Yingxun Wang
NoLa
222
17
0
13 Aug 2024
Semi-Supervised Object Detection: A Survey on Progress from CNN to
  Transformer
Semi-Supervised Object Detection: A Survey on Progress from CNN to Transformer
Tahira Shehzadi
Ifza
Didier Stricker
Muhammad Zeshan Afzal
ViT
364
10
0
11 Jul 2024
Focaler-IoU: More Focused Intersection over Union Loss
Focaler-IoU: More Focused Intersection over Union Loss
Hao Zhang
Shuaijie Zhang
291
147
0
19 Jan 2024
Shape-IoU: More Accurate Metric considering Bounding Box Shape and Scale
Shape-IoU: More Accurate Metric considering Bounding Box Shape and Scale
Hao Zhang
Shuaijie Zhang
209
170
0
29 Dec 2023
Inner-IoU: More Effective Intersection over Union Loss with Auxiliary
  Bounding Box
Inner-IoU: More Effective Intersection over Union Loss with Auxiliary Bounding Box
Hao Zhang
Cong Xu
Shuaijie Zhang
336
297
0
06 Nov 2023
Lightweight Full-Convolutional Siamese Tracker
Lightweight Full-Convolutional Siamese TrackerKnowledge-Based Systems (KBS), 2023
Yunfeng Li
Bo Wang
Xueyi Wu
Zhuoyan Liu
Ye Li
286
16
0
09 Oct 2023
Joint-YODNet: A Light-weight Object Detector for UAVs to Achieve Above
  100fps
Joint-YODNet: A Light-weight Object Detector for UAVs to Achieve Above 100fpsInternational Conference on Computer Vision and Image Processing (ICCVIP), 2023
Vipin Gautam
Shitala Prasad
Sharad Sinha
ObjD
144
3
0
27 Sep 2023
BGF-YOLO: Enhanced YOLOv8 with Multiscale Attentional Feature Fusion for
  Brain Tumor Detection
BGF-YOLO: Enhanced YOLOv8 with Multiscale Attentional Feature Fusion for Brain Tumor DetectionInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2023
Ming Kang
C. Ting
F. F. Ting
Raphaël C.-W. Phan
229
41
0
22 Sep 2023
MFMAN-YOLO: A Method for Detecting Pole-like Obstacles in Complex
  Environment
MFMAN-YOLO: A Method for Detecting Pole-like Obstacles in Complex Environment
Lei Cai
Haobo Wang
C. Zhou
Yongqiang Wang
Bo Liu
160
0
0
24 Jul 2023
Student Classroom Behavior Detection based on Improved YOLOv7
Student Classroom Behavior Detection based on Improved YOLOv7
Fan Yang
142
12
0
06 Jun 2023
UDTIRI: An Online Open-Source Intelligent Road Inspection Benchmark
  Suite
UDTIRI: An Online Open-Source Intelligent Road Inspection Benchmark Suite
Sicen Guo
Jiahang Li
Yi Feng
Dacheng Zhou
D. Zhang
Chen Chen
Shuai Su
Xing-Hui Zhu
Qijun Chen
Rui Fan
209
12
0
18 Apr 2023
A Comprehensive Review of YOLO Architectures in Computer Vision: From
  YOLOv1 to YOLOv8 and YOLO-NAS
A Comprehensive Review of YOLO Architectures in Computer Vision: From YOLOv1 to YOLOv8 and YOLO-NASMachine Learning and Knowledge Extraction (MLKE), 2023
Juan R. Terven
Diana-Margarita Córdova-Esparza
719
2,082
0
02 Apr 2023
Intersection over Union with smoothing for bounding box regression
Intersection over Union with smoothing for bounding box regressionInternational Work-Conference on Artificial and Natural Neural Networks (IWANN), 2023
Petra Stevuliáková
P. Hurtík
173
5
0
27 Mar 2023
Wise-IoU: Bounding Box Regression Loss with Dynamic Focusing Mechanism
Wise-IoU: Bounding Box Regression Loss with Dynamic Focusing Mechanism
Zanjia Tong
Yuhang Chen
Zewei Xu
Rong Yu
367
772
0
24 Jan 2023
YOLOv6: A Single-Stage Object Detection Framework for Industrial
  Applications
YOLOv6: A Single-Stage Object Detection Framework for Industrial Applications
Chuyin Li
Lu Li
Hongliang Jiang
Kaiheng Weng
Yifei Geng
...
Linyuan Zhou
Xiaoming Xu
Xiangxiang Chu
Xiaoming Wei
Xiaolin K. Wei
ObjD
385
2,696
0
07 Sep 2022
Light-YOLOv5: A Lightweight Algorithm for Improved YOLOv5 in Complex
  Fire Scenarios
Light-YOLOv5: A Lightweight Algorithm for Improved YOLOv5 in Complex Fire ScenariosApplied Sciences (Appl. Sci.), 2022
Hao Xu
Yue Liu
Fei Zhong
234
58
0
29 Aug 2022
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