Object Detection

6 min

object detection is a computer vision technique used to identify and locate objects within an image or video it involves both classification (identifying what the object is) and localization (identifying where the object is in the image) the below input parameters are for different attack types to start working with the apis view the docid 8dgizrgxboplgxgngdrzu object detection is an early access with limited functionality it is not available in aishield pypi package for early access, kindly contact mailto\ aishield contact\@bosch com file upload format data the processed data, ready to be passed to the model for prediction, should be saved in a folder https //aisdocs blob core windows net/reference/upload/image/objectdetection/data zip label a list of xml files that have the same names as the images in the dataset folder https //aisdocs blob core windows net/reference/upload/image/objectdetection/xml zip model the yolo model should be saved in onnx format and then zipped https //aisdocs blob core windows net/reference/upload/image/objectdetection/model zip note all files uploaded should be in zipped format the above files are sample data for the pascal voc use case prerequisite only 2 5 % of data is needed common parameters the below table parameters are common for all attact types such as extraction, evasion, and poisoning to see the additional parameter specific for each attact type, such as extraction and evasion, refer to the below sections 168,77,228,129 true center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type center unhandled content type to access all sample artifacts, please visit docid\ ijneocxostabvvrsq11fa for specific artifact details, refer vulnerability report docid\ hl0ut2mwlcbkt8f97fr w sample attacks docid 4g1mjm5lqjfm8t5wbvwpr defense report docid\ vtzlttpja2vsf2j0stlsq defense model docid\ xsbxmzxw4vv14 8nmbf8m note for object detection, supported attack types are evasion