InfEval: Application for Object Detection Analysis

被引:0
|
作者
Bogomasov, Kirill [1 ]
Geuer, Tim [1 ]
Conrad, Stefan [1 ]
机构
[1] Heinrich Heine Univ, Univ Str 1, D-40225 Dusseldorf, Germany
来源
ADVANCES IN INFORMATION RETRIEVAL, ECIR 2023, PT III | 2023年 / 13982卷
关键词
Object detection; Evaluation; Visualization;
D O I
10.1007/978-3-031-28241-6_14
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Object Detection is one of the most fundamental and challenging areas in computer vision. A detailed analysis and evaluation is key to understanding the performance of custom Deep Learning models. In this contribution, we present an application which is able to run inference on custom data for models created in different machine learning frameworks (e.g. TensorFlow, PyTorch), visualize the output and evaluate it in detail. Both, the Object Detection models and the data sets, are uploaded and executed locally without leaving the application. Numerous filtering options, for instance filtering on mAP, on NMS or on IoU, are provided.
引用
收藏
页码:201 / 205
页数:5
相关论文
共 50 条
  • [41] Design and Kinematic Analysis of 4 Degree of Freedom Robotic Arm and its Application in Object Detection
    Harini, S.
    Neelamegam, P.
    Kumaravel, S.
    RESEARCH JOURNAL OF PHARMACEUTICAL BIOLOGICAL AND CHEMICAL SCIENCES, 2015, 6 (04): : 966 - 971
  • [42] Yet another object detection application (YODA) - Object detection and photometry for multi-band imaging data
    Drory, N
    ASTRONOMY & ASTROPHYSICS, 2003, 397 (01) : 371 - 379
  • [43] Performance Analysis of Object Detection Algorithms on YouTube Video Object Dataset
    Sharma, Chethan
    Singh, Siddharth
    Poornalatha, G.
    Shenoy, Ajitha K. B.
    ENGINEERING LETTERS, 2021, 29 (02) : 813 - 817
  • [44] Moving object detection based on blob analysis
    Jia, Tao
    Sun, Nong-liang
    Cao, Mao-yong
    2008 IEEE INTERNATIONAL CONFERENCE ON AUTOMATION AND LOGISTICS, VOLS 1-6, 2008, : 322 - 325
  • [45] Application of Texture Analysis in Coastal Object Classification
    Fu, Jun
    Gu, Dongqi
    Yang, Huiliang
    MIPPR 2011: REMOTE SENSING IMAGE PROCESSING, GEOGRAPHIC INFORMATION SYSTEMS, AND OTHER APPLICATIONS, 2011, 8006
  • [46] An Analysis of Scale Invariance in Object Detection - SNIP
    Singh, Bharat
    Davis, Larry S.
    2018 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2018, : 3578 - 3587
  • [47] Superpixels Shape Analysis For Carried Object Detection
    Delgado, Blanca
    Tahboub, Khalid
    Delp, Edward J.
    2016 IEEE WINTER APPLICATIONS OF COMPUTER VISION WORKSHOPS (WACVW), 2016,
  • [48] Comprehensive Analysis of Object Detection through Segmentation
    Nikkam, Pushpalatha S.
    Hegde, Nagaratna P.
    Reddy, Eswar
    2014 FIFTH INTERNATIONAL CONFERENCE ON SIGNAL AND IMAGE PROCESSING (ICSIP 2014), 2014, : 166 - 170
  • [49] PRINCIPAL COMPONENT ANALYSIS IN APPLICATION TO OBJECT ORIENTATION
    WEI Yi S.MarshallWEI Yi
    principal component(PC)
    observed samples
    eigenvector
    eigenvalue
    Geo-Spatial Information Science , 2000, (03) : 76 - 78
  • [50] Suspicious object detection and robbery event analysis
    Chuang, Chi-Hung
    Hsieh, Jun-Wei
    Fan, Kao-Chin
    PROCEEDINGS - 16TH INTERNATIONAL CONFERENCE ON COMPUTER COMMUNICATIONS AND NETWORKS, VOLS 1-3, 2007, : 1189 - +