[ { "avg_fps": 32.944937214616445, "avg_time_ms": 30.353677516080896, "client_version": "1.3.1", "detection_time_avg_s": 0.030353677516080896, "detection_time_total_s": 1.4873301982879639, "graph_load_time_s": 0.8990020751953125, "images_load_time_avg_s": 0.007950081825256347, "images_load_time_total_s": 0.3975040912628174, "mAP": 0.32986818864162587, "metrics#DetectionBoxes_Precision/mAP": 0.32986818864162587, "metrics#DetectionBoxes_Precision/mAP (large)": 0.6002966136411394, "metrics#DetectionBoxes_Precision/mAP (medium)": 0.20203087076855114, "metrics#DetectionBoxes_Precision/mAP (small)": 0.0056073994881571275, "metrics#DetectionBoxes_Precision/mAP@.50IOU": 0.46289409696697675, "metrics#DetectionBoxes_Precision/mAP@.75IOU": 0.35007411607978656, "metrics#DetectionBoxes_Recall/AR@1": 0.2815497611647826, "metrics#DetectionBoxes_Recall/AR@10": 0.34374137571364527, "metrics#DetectionBoxes_Recall/AR@100": 0.34413563085304266, "metrics#DetectionBoxes_Recall/AR@100 (large)": 0.6205396825396825, "metrics#DetectionBoxes_Recall/AR@100 (medium)": 0.2050066958131474, "metrics#DetectionBoxes_Recall/AR@100 (small)": 0.00767971495979585, "platform_info": { "cpu_new_format": "", "cpu_unique": [ { "address sizes": "46 bits physical, 48 bits virtual", "apicid": "0", "bogomips": "4197.12", "bugs": "cpu_meltdown spectre_v1 spectre_v2 spec_store_bypass l1tf mds swapgs taa itlb_multihit", "cache size": "20480 KB", "cache_alignment": "64", "ck_cpu_name": "Intel(R) Xeon(R) CPU E5-2620 v4 @ 2.10GHz", "ck_cpu_subname": "Intel(R) Xeon(R) CPU E5-2620 v4 @ 2.10GHz", "clflush size": "64", "core id": "0", "cpu MHz": "1440.736", "cpu cores": "8", "cpu family": "6", "cpu_features": "fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush dts acpi mmx fxsr sse sse2 ss ht tm pbe syscall nx pdpe1gb rdtscp lm constant_tsc arch_perfmon pebs bts rep_good nopl xtopology nonstop_tsc cpuid aperfmperf pni pclmulqdq dtes64 monitor ds_cpl vmx smx est tm2 ssse3 sdbg fma cx16 xtpr pdcm pcid dca sse4_1 sse4_2 x2apic movbe popcnt tsc_deadline_timer aes xsave avx f16c rdrand lahf_lm abm 3dnowprefetch cpuid_fault epb cat_l3 cdp_l3 invpcid_single pti intel_ppin ssbd ibrs ibpb stibp tpr_shadow vnmi flexpriority ept vpid fsgsbase tsc_adjust bmi1 hle avx2 smep bmi2 erms invpcid rtm cqm rdt_a rdseed adx smap intel_pt xsaveopt cqm_llc cqm_occup_llc cqm_mbm_total cqm_mbm_local dtherm ida arat pln pts md_clear flush_l1d", "cpuid level": "20", "cur_freq": 1440.736, "flags": "fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush dts acpi mmx fxsr sse sse2 ss ht tm pbe syscall nx pdpe1gb rdtscp lm constant_tsc arch_perfmon pebs bts rep_good nopl xtopology nonstop_tsc cpuid aperfmperf pni pclmulqdq dtes64 monitor ds_cpl vmx smx est tm2 ssse3 sdbg fma cx16 xtpr pdcm pcid dca sse4_1 sse4_2 x2apic movbe popcnt tsc_deadline_timer aes xsave avx f16c rdrand lahf_lm abm 3dnowprefetch cpuid_fault epb cat_l3 cdp_l3 invpcid_single pti intel_ppin ssbd ibrs ibpb stibp tpr_shadow vnmi flexpriority ept vpid fsgsbase tsc_adjust bmi1 hle avx2 smep bmi2 erms invpcid rtm cqm rdt_a rdseed adx smap intel_pt xsaveopt cqm_llc cqm_occup_llc cqm_mbm_total cqm_mbm_local dtherm ida arat pln pts md_clear flush_l1d", "fpu": "yes", "fpu_exception": "yes", "initial apicid": "0", "max_freq": 3000.0, "microcode": "0xb000038", "model": "79", "model name": "Intel(R) Xeon(R) CPU E5-2620 v4 @ 2.10GHz", "physical id": "0", "power management": "", "processor": "0", "siblings": "16", "stepping": "1", "vendor_id": "GenuineIntel", "wp": "yes" } ], "gpu": { "name": "NVIDIA Corporation GP102 [GeForce GTX 1080 Ti] (rev a1)", "vendor": "NVIDIA" }, "gpu_misc": {}, "os": { "abi": "x86_64", "bits": "64", "ck_os_base_uoa": "", "ck_os_uoa": "linux-64", "name": "Ubuntu 16.04.7 LTS", "name_long": "Linux-4.15.0-128-generic-x86_64-with-Ubuntu-16.04-xenial", "name_short": "Linux 4.15.0", "serial_number": "" }, "os_misc": {}, "platform": { "model": "All Series", "name": "ASUS System Version (All Series)", "vendor": "ASUS" }, "platform_misc": {} }, "program_workflow_uoa": "object-detection-tf-py-benchmark", "recall": 0.34413563085304266, "resolved_deps": { "dataset": { "data_name": "COCO 2017 validation dataset - small (50 images )", "git_iso_datetime_cut_revision": "", "git_revision": "", "name": "Object Detection dataset", "package_tags": "2017,64bits,COCO,COCO.2017,channel-stable,coco,coco.2017,dataset,full,host-os-linux-64,images,jpg,object-detection,original,small,target-os-linux-64,v2017,val", "package_uoa": "5153147b0451287a", "tags": "dataset,object-detection", "version": "2017" }, "lib-python-matplotlib": { "data_name": "Python Matplotlib library", "deps": { "python": { "data_name": "python", "git_iso_datetime_cut_revision": "", "git_revision": "", "name": "Python interpreter", "package_tags": "64bits,compiler,host-os-linux-64,lang-python,python,target-os-linux-64,v3,v3.7,v3.7.9", "package_uoa": "", "tags": "compiler,python", "version": "3.7.9" } }, "git_iso_datetime_cut_revision": "", "git_revision": "", "name": "Python Matplotlib library", "package_tags": "64bits,host-os-linux-64,lib,matplotlib,needs-python,needs-python-3.7.9,python-package,target-os-linux-64,v3,v3.3,v3.3.4,vmaster", "package_uoa": "79a67388f8474548", "tags": "lib,python-package,matplotlib", "version": "3.3.4" }, "lib-python-numpy": { "data_name": "Python NumPy library", "deps": { "python": { "data_name": "python", "git_iso_datetime_cut_revision": "", "git_revision": "", "name": "Python interpreter", "package_tags": "64bits,compiler,host-os-linux-64,lang-python,python,target-os-linux-64,v3,v3.7,v3.7.9", "package_uoa": "", "tags": "compiler,python", "version": "3.7.9" } }, "git_iso_datetime_cut_revision": "", "git_revision": "", "name": "Python NumPy library", "package_tags": "64bits,host-os-linux-64,lib,needs-python,needs-python-3.7.9,numpy,python-package,target-os-linux-64,v1,v1.20,v1.20.1,vmaster", "package_uoa": "6aaeb794d288057a", "tags": "lib,python-package,numpy", "version": "1.20.1" }, "lib-python-opencv": { "data_name": "Python OpenCV library", "deps": { "python": { "data_name": "python", "git_iso_datetime_cut_revision": "", "git_revision": "", "name": "Python interpreter", "package_tags": "64bits,compiler,host-os-linux-64,lang-python,python,target-os-linux-64,v3,v3.7,v3.7.9", "package_uoa": "", "tags": "compiler,python", "version": "3.7.9" } }, "git_iso_datetime_cut_revision": "", "git_revision": "", "name": "Python opencv library", "package_tags": "64bits,cv2,host-os-linux-64,lib,needs-python,needs-python-3.7.9,opencv,python-package,target-os-linux-64,v4,v4.5,v4.5.1", "package_uoa": "4c340608e44297b0", "tags": "lib,python-package,cv2", "version": "4.5.1" }, "lib-tensorflow": { "data_name": "TensorFlow library (prebuilt, cpu)", "deps": { "python": { "data_name": "python", "git_iso_datetime_cut_revision": "", "git_revision": "", "name": "Python", "package_tags": "64bits,compiler,host-os-linux-64,lang-python,python,target-os-linux-64,v3,v3.7,v3.7.9", "package_uoa": "", "tags": "compiler,python", "version": "3.7.9" } }, "git_iso_datetime_cut_revision": "", "git_revision": "", "name": "TensorFlow library", "package_tags": "64bits,channel-stable,host-os-linux-64,lib,needs-python,needs-python-3.7.9,target-os-linux-64,tensorflow,tensorflow-cpu,tf,tf-cpu,v1,v1.14,v1.14.0,vcpu,vprebuilt", "package_uoa": "9c74d04af90cc16e", "tags": "lib,tensorflow", "version": "1.14.0" }, "python": { "data_name": "python", "git_iso_datetime_cut_revision": "", "git_revision": "", "name": "Python interpreter", "package_tags": "64bits,compiler,host-os-linux-64,lang-python,python,target-os-linux-64,v3,v3.7,v3.7.9", "package_uoa": "", "tags": "compiler,python", "version": "3.7.9" }, "tensorflow-model-api-object-detection": { "data_name": "TensorFlow models (object detection)", "deps": { "protobuf": { "data_name": "ProtoBuf host library", "deps": { "cmake": { "data_name": "cmake", "git_iso_datetime_cut_revision": "", "git_revision": "", "name": "cmake", "package_tags": "64bits,cmake,host-os-linux-64,target-os-linux-64,tool,v3,v3.5,v3.5.1", "package_uoa": "", "tags": "tool,cmake", "version": "3.5.1" }, "host-compiler": { "data_name": "GNU C compiler", "git_iso_datetime_cut_revision": "", "git_revision": "", "name": "HOST C++ compiler", "package_tags": "64bits,compiler,gcc,host-os-linux-64,lang-c,lang-cpp,target-os-linux-64,v5,v5.4,v5.4.0", "package_uoa": "", "tags": "compiler,lang-cpp", "version": "5.4.0" } }, "git_iso_datetime_cut_revision": "", "git_revision": "", "name": "ProtoBuf host library 3.0.x (Linux)", "package_tags": "64bits,channel-stable,compiled-by-gcc,compiled-by-gcc-5.4.0,host-os-linux-64,lib,protobuf-host,target-os-linux-64,v3,v3.0,v3.0.0", "package_uoa": "b08dd7253cc54f05", "tags": "lib,protobuf-host", "version": "3.0.0" } }, "git_iso_datetime_cut_revision": "", "git_revision": "", "name": "Tensorflow models api (object detection)", "package_tags": "64bits,api,channel-stable,host-os-linux-64,model,object-detection,target-os-linux-64,tensorflow,tensorflowmodel-object-detection,v0", "package_uoa": "ac942dd4767895eb", "tags": "tensorflow,model,api,object-detection", "version": "master" }, "tool-coco": { "data_name": "COCO dataset API", "deps": { "compiler": { "data_name": "GNU C compiler", "git_iso_datetime_cut_revision": "", "git_revision": "", "name": "C compiler", "package_tags": "64bits,compiler,gcc,host-os-linux-64,lang-c,lang-cpp,target-os-linux-64,v5,v5.4,v5.4.0", "package_uoa": "", "tags": "compiler,lang-c", "version": "5.4.0" }, "lib-python-cython": { "data_name": "Python Cython library", "deps": { "python": { "data_name": "python", "git_iso_datetime_cut_revision": "", "git_revision": "", "name": "Python interpreter", "package_tags": "64bits,compiler,host-os-linux-64,lang-python,python,target-os-linux-64,v3,v3.7,v3.7.9", "package_uoa": "", "tags": "compiler,python", "version": "3.7.9" } }, "git_iso_datetime_cut_revision": "", "git_revision": "", "name": "Python Cython library", "package_tags": "64bits,cython,host-os-linux-64,lib,needs-python,needs-python-3.7.9,python-package,target-os-linux-64,v0,v0.29,v0.29.21,vmaster", "package_uoa": "5364292e01d4120b", "tags": "lib,python-package,cython", "version": "0.29.21" }, "lib-python-matplotlib": { "data_name": "Python Matplotlib library", "deps": { "python": { "data_name": "python", "git_iso_datetime_cut_revision": "", "git_revision": "", "name": "Python interpreter", "package_tags": "64bits,compiler,host-os-linux-64,lang-python,python,target-os-linux-64,v3,v3.7,v3.7.9", "package_uoa": "", "tags": "compiler,python", "version": "3.7.9" } }, "git_iso_datetime_cut_revision": "", "git_revision": "", "name": "Python Matplotlib library", "package_tags": "64bits,host-os-linux-64,lib,matplotlib,needs-python,needs-python-3.7.9,python-package,target-os-linux-64,v3,v3.3,v3.3.4,vmaster", "package_uoa": "79a67388f8474548", "tags": "lib,python-package,matplotlib", "version": "3.3.4" }, "lib-python-numpy": { "data_name": "Python NumPy library", "deps": { "python": { "data_name": "python", "git_iso_datetime_cut_revision": "", "git_revision": "", "name": "Python interpreter", "package_tags": "64bits,compiler,host-os-linux-64,lang-python,python,target-os-linux-64,v3,v3.7,v3.7.9", "package_uoa": "", "tags": "compiler,python", "version": "3.7.9" } }, "git_iso_datetime_cut_revision": "", "git_revision": "", "name": "Python NumPy library", "package_tags": "64bits,host-os-linux-64,lib,needs-python,needs-python-3.7.9,numpy,python-package,target-os-linux-64,v1,v1.20,v1.20.1,vmaster", "package_uoa": "6aaeb794d288057a", "tags": "lib,python-package,numpy", "version": "1.20.1" }, "python": { "data_name": "python", "git_iso_datetime_cut_revision": "", "git_revision": "", "name": "Python interpreter", "package_tags": "64bits,compiler,host-os-linux-64,lang-python,python,target-os-linux-64,v3,v3.7,v3.7.9", "package_uoa": "", "tags": "compiler,python", "version": "3.7.9" } }, "git_iso_datetime_cut_revision": "", "git_revision": "", "name": "Python API for COCO", "package_tags": "64bits,api,coco,compiled-by-gcc,compiled-by-gcc-5.4.0,host-os-linux-64,needs-python,needs-python-3.7.9,target-os-linux-64,tool,v0,vmaster,vtrunk", "package_uoa": "dba4dfd68f4363ae", "tags": "tool,coco", "version": "master" }, "weights": { "data_name": "TensorFlow model (object-detection) (MLPerf SSD-MobileNet non-quantized)", "deps": { "labelmap": { "data_name": "Labelmap Detect (COCO dataset labelmap)", "git_iso_datetime_cut_revision": "", "git_revision": "", "name": "Labelmap for COCO dataset", "package_tags": "64bits,host-os-linux-64,labelmap,object-detection,target-os-linux-64,tensorflow,tf,v0,vcoco", "package_uoa": "5149df44b579d7bd", "tags": "labelmap,vcoco", "version": "master" } }, "git_iso_datetime_cut_revision": "", "git_revision": "", "name": "TensorFlow Object Detection model", "package_tags": "64bits,channel-stable,host-os-linux-64,mlperf,mobilenet,mobilenet-v1,model,non-quantized,object-detection,ssd,ssd-mobilenet,ssd-mobilenet-v1,target-os-linux-64,tensorflow,tensorflowmodel,tf,v0,vcoco,weights", "package_uoa": "4134959be0eb9044", "tags": "model,tf,object-detection", "version": "reference" } }, "setup_time_s": 0.9141077995300293, "solution_duration": 15.486372709274292, "solution_run_date": "2021-02-19T20:20:10Z", "solution_uid": "4a878a967f3636b9", "solution_uoa": "demo-obj-detection-coco-tf-cpu-benchmark-linux-portable-workflows", "test_time_s": 4.650625705718994 } ]