Transformers in Small Object Detection: A Benchmark and Survey of State-of-the-Art

10 September 2023

Papers citing "Transformers in Small Object Detection: A Benchmark and Survey of State-of-the-Art"

50 / 79 papers shown

Title
Toward Onboard AI-Enabled Solutions to Space Object Detection for Space Sustainability Wenxuan Zhang Peng Hu 93 0 0 03 May 2025
MaskAttn-UNet: A Mask Attention-Driven Framework for Universal Low-Resolution Image Segmentation Anzhe Cheng Chenzhong Yin Yu Chang Heng Ping Shixuan Li Shahin Nazarian Paul Bogdan SSeg 232 0 0 11 Mar 2025
FAQ: Feature Aggregated Queries for Transformer-based Video Object Detectors Yiming Cui Linjie Yang ViT 61 15 0 15 Mar 2023
Hyneter: Hybrid Network Transformer for Object Detection Dong Chen Duoqian Miao Xuepeng Zhao ViT 71 4 0 18 Feb 2023
Aerial Image Object Detection With Vision Transformer Detector (ViTDet) Liya Wang A. Tien 76 8 0 28 Jan 2023
NMS Strikes Back Jeffrey Ouyang-Zhang Jang Hyun Cho Xingyi Zhou Philipp Krahenbuhl 74 38 0 12 Dec 2022
DETRs with Collaborative Hybrid Assignments Training Zhuofan Zong Guanglu Song Yu Liu ViT 102 324 0 22 Nov 2022
Group DETR v2: Strong Object Detector with Encoder-Decoder Pretraining Qiang Chen Jian Wang Chuchu Han Shangang Zhang Zexian Li ... Haocheng Feng Kun Yao Junyu Han Errui Ding Jingdong Wang ViT VLM 67 45 0 07 Nov 2022
IT-RUDA: Information Theory Assisted Robust Unsupervised Domain Adaptation Shima Rashidi Ruwan Tennakoon Aref Miri Rekavandi Papangkorn Jessadatavornwong A. Freis G. Huff Mark Easton A. Mouritz R. Hoseinnezhad A. Bab-Hadiashar 52 2 0 24 Oct 2022
Spatio-Temporal Learnable Proposals for End-to-End Video Object Detection K. Hashmi D. Stricker Muhammamd Zeshan Afzal 53 7 0 05 Oct 2022
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 108 1,796 0 07 Sep 2022
PTSEFormer: Progressive Temporal-Spatial Enhanced TransFormer Towards Video Object Detection Han Wang Jun Tang Xiaodong Liu Shanyan Guan Rong Xie Li Song ViT 58 25 0 06 Sep 2022
Towards Large-Scale Small Object Detection: Survey and Benchmarks Gong Cheng Xiang Yuan Xiwen Yao Ke Yan Qinghua Zeng Xingxing Xie Junwei Han ObjD 74 320 0 28 Jul 2022
Group DETR: Fast DETR Training with Group-Wise One-to-Many Assignment Qiang Chen Xiaokang Chen Jian Wang Shan Zhang Kun Yao Haocheng Feng Junyu Han Errui Ding Gang Zeng Jingdong Wang ViT 94 129 0 26 Jul 2022
A Guide to Image and Video based Small Object Detection using Deep Learning : Case Study of Maritime Surveillance Aref Miri Rekavandi Lian Xu F. Boussaïd A. Seghouane Stephen Hoefs Bennamoun ObjD 58 21 0 26 Jul 2022
Conditional DETR V2: Efficient Detection Transformer with Box Queries Xiaokang Chen Fangyun Wei Gang Zeng Jingdong Wang ViT 66 33 0 18 Jul 2022
YOLOv7: Trainable bag-of-freebies sets new state-of-the-art for real-time object detectors Chien-Yao Wang Alexey Bochkovskiy H. Liao ObjD 161 6,519 0 06 Jul 2022
Efficient Decoder-free Object Detection with Transformers Peixian Chen Mengdan Zhang Yunhang Shen Kekai Sheng Yuting Gao Xing Sun Ke Li Chunhua Shen ViT 67 17 0 14 Jun 2022
DETR++: Taming Your Multi-Scale Detection Transformer Chi Zhang Lijuan Liu Xiaoxue Zang Frederick Liu Hao Zhang Xi-gang Song Jin-Duan Chen ViT 39 6 0 07 Jun 2022
AO2-DETR: Arbitrary-Oriented Object Detection Transformer Linhui Dai Hong Liu Haoling Tang Zhiwei Wu Pinhao Song ViT 76 137 0 25 May 2022
CenterNet++ for Object Detection Kaiwen Duan S. Bai Lingxi Xie H. Qi Qingming Huang Qi Tian ObjD 40 43 0 18 Apr 2022
Exploring Plain Vision Transformer Backbones for Object Detection Yanghao Li Hanzi Mao Ross B. Girshick Kaiming He ViT 90 808 0 30 Mar 2022
BigDetection: A Large-scale Benchmark for Improved Object Detector Pre-training Likun Cai Zhi-Li Zhang Yi Zhu Li Zhang Mu Li Xiangyang Xue VLM ObjD 83 41 0 24 Mar 2022
DINO: DETR with Improved DeNoising Anchor Boxes for End-to-End Object Detection Hao Zhang Feng Li Shilong Liu Lei Zhang Hang Su Jun Zhu L. Ni H. Shum ViT 164 1,435 0 07 Mar 2022
DN-DETR: Accelerate DETR Training by Introducing Query DeNoising Feng Li Hao Zhang Shi-guang Liu Jian Guo L. Ni Lei Zhang ViT 130 678 0 02 Mar 2022
DAB-DETR: Dynamic Anchor Boxes are Better Queries for DETR Shilong Liu Feng Li Hao Zhang Xiaohu Yang Xianbiao Qi Hang Su Jun Zhu Lei Zhang ViT 291 757 0 28 Jan 2022
TransVOD: End-to-End Video Object Detection with Spatial-Temporal Transformers Qianyu Zhou Hefei Ling Lu He Li Niu Guangliang Cheng Yunhai Tong Lizhuang Ma Liqing Zhang ViT 81 137 0 13 Jan 2022
Class-agnostic Object Detection with Multi-modal Transformer Muhammad Maaz H. Rasheed Salman Khan Fahad Shahbaz Khan Rao Muhammad Anwer Ming-Hsuan Yang 100 96 0 22 Nov 2021
A Normalized Gaussian Wasserstein Distance for Tiny Object Detection Jinwang Wang Chang Xu Wen Yang Lei Yu 76 323 0 26 Oct 2021
ViDT: An Efficient and Effective Fully Transformer-based Object Detector Hwanjun Song Deqing Sun Sanghyuk Chun Varun Jampani Dongyoon Han Byeongho Heo Wonjae Kim Ming-Hsuan Yang 137 77 0 08 Oct 2021
Anchor DETR: Query Design for Transformer-Based Object Detection Yingming Wang Xinming Zhang Tong Yang Jian Sun ViT 49 54 0 15 Sep 2021
Conditional DETR for Fast Training Convergence Depu Meng Xiaokang Chen Zejia Fan Gang Zeng Houqiang Li Yuhui Yuan Lei-huan Sun Jingdong Wang ViT 85 619 0 13 Aug 2021
CBNet: A Composite Backbone Network Architecture for Object Detection Tingting Liang Xiao Chu Yudong Liu Yongtao Wang Zhi Tang Wei Chu Jingdong Chen Haibin Ling ObjD 53 163 0 01 Jul 2021
A Systematic Collection of Medical Image Datasets for Deep Learning Johann Li Guangming Zhu Cong Hua Mingtao Feng Basheer Bennamoun ... Xu Xu Lin Mei Liang Zhang Syed Afaq Ali Shah Bennamoun OOD 85 53 0 24 Jun 2021
Oriented Object Detection with Transformer Teli Ma Mingyuan Mao Honghui Zheng Peng Gao Xiaodi Wang Shumin Han Errui Ding Baochang Zhang David Doermann ViT 38 43 0 06 Jun 2021
Tackling the Background Bias in Sparse Object Detection via Cropped Windows Leon Amadeus Varga A. Zell 46 8 0 04 Jun 2021
You Only Look at One Sequence: Rethinking Transformer in Vision through Object Detection Yuxin Fang Bencheng Liao Xinggang Wang Jiemin Fang Jiyang Qi Rui Wu Jianwei Niu Wenyu Liu ViT 66 323 0 01 Jun 2021
End-to-End Video Object Detection with Spatial-Temporal Transformers Lu He Qianyu Zhou Hefei Ling Li Niu Guangliang Cheng Xiao Li Wenxuan Liu Yu Tong Lizhuang Ma Liqing Zhang ViT 100 97 0 23 May 2021
Conformer: Local Features Coupling Global Representations for Visual Recognition Zhiliang Peng Wei Huang Shanzhi Gu Lingxi Xie Yaowei Wang Jianbin Jiao QiXiang Ye ViT 63 543 0 09 May 2021
Transformer Tracking Xin Chen Bin Yan Jiawen Zhu Dong Wang Xiaoyun Yang Huchuan Lu ViT 69 957 0 29 Mar 2021
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows Ze Liu Yutong Lin Yue Cao Han Hu Yixuan Wei Zheng Zhang Stephen Lin B. Guo ViT 447 21,418 0 25 Mar 2021
ReDet: A Rotation-equivariant Detector for Aerial Object Detection Jiaming Han Jian Ding Nan Xue Guisong Xia 71 535 0 13 Mar 2021
TrackFormer: Multi-Object Tracking with Transformers Tim Meinhardt A. Kirillov Laura Leal-Taixe Christoph Feichtenhofer VOT 266 769 0 07 Jan 2021
Training data-efficient image transformers & distillation through attention Hugo Touvron Matthieu Cord Matthijs Douze Francisco Massa Alexandre Sablayrolles Hervé Jégou ViT 384 6,768 0 23 Dec 2020
Toward Transformer-Based Object Detection Josh Beal Eric Kim Eric Tzeng Dong Huk Park Andrew Zhai Dmitry Kislyuk ViT 88 215 0 17 Dec 2020
Rethinking Transformer-based Set Prediction for Object Detection Zhiqing Sun Shengcao Cao Yiming Yang Kris Kitani ViT 120 322 0 21 Nov 2020
RelationNet++: Bridging Visual Representations for Object Detection via Transformer Decoder Cheng Chi Fangyun Wei Han Hu ViT 64 64 0 29 Oct 2020
Deformable DETR: Deformable Transformers for End-to-End Object Detection Xizhou Zhu Weijie Su Lewei Lu Bin Li Xiaogang Wang Jifeng Dai ViT 216 5,080 0 08 Oct 2020
RepPoints V2: Verification Meets Regression for Object Detection Yihong Chen Zheng Zhang Yue Cao Liwei Wang Stephen Lin Han Hu 70 118 0 16 Jul 2020
End-to-End Object Detection with Transformers Nicolas Carion Francisco Massa Gabriel Synnaeve Nicolas Usunier Alexander Kirillov Sergey Zagoruyko ViT 3DV PINN 395 13,035 0 26 May 2020