61 KiB
61 KiB
模型类别名称与对应领域
audio: Audio，音频
cv-3D_det: Computer Vision - 3D Object Detection，视觉-3D目标检测
cv-ar: Computer Vision - Action Recognition，视觉-行为识别
cv-cd: Computer Vision - Change Detection，视觉-变化检测
cv-cls: Computer Vision - Classification，视觉-分类
cv-det: Computer Vision - Object Detection，视觉-2D目标检测
cv-drive_perception: Computer Vision - Driving Perception，视觉-驾驶感知
cv-ge: Computer Vision - Gaze Estimation，视觉-视线估计
cv-img_fusion: Computer Vision - Image Fusion，视觉-数据融合
cv-kpt: Computer Vision - Keypoint Detection，视觉-关键点检测
cv-match: Computer Vision - Image Matching，视觉-图像配准
cv-mot: Computer Vision - Multi-Object Tracking，视觉-多目标追踪
cv-ofe: Computer Vision - Optical Flow Estimation，视觉-光流估计
cv-seg: Computer Vision - Segmentation，视觉-图像分割
cv-sod: Computer Vision - Salient Object Detection，视觉-显著性检测
cv-sot: Computer Vision - Single Object Tracking，视觉-单目标追踪
cv-sr: Computer Vision - Super Resolution，视觉-超分辨率
drl: Deep Reinforcement Learning，决策-深度强化学习
nlp: Natural Language Processing，自然语言处理
ts-tsf: Time Series - Time Series Forecasting，时序-时序预测
paddle
cv-det
| model | Representative model | input shape | hardtime | metrics | dataset |
|---|---|---|---|---|---|
| ppyoloe | ppyoloe_plus_crn_s_80e_coco | 1x3x640x640 | 8bit: 22.35952ms 16bit: 41.37555ms mixed: None |
float: ['ap50-95:0.437'] 8bit: ['kld-pt', 'ap50:0.552; ap50-95:0.385'] 16bit: ['kld-pt', 'ap50:0.584; ap50-95:0.411'] mixed: None |
coco2017val |
| ppyolov5 | ppyolov5s | 1x3x640x640 | 8bit: 5.78ms 16bit: 13.32ms mixed: 6.28ms |
float: ap50:0.568; ap50-95:0.374 8bit: ['kld-pc', 'ap50:0.559; ap50-95:0.345'] 16bit: ['kld-pc', 'ap50:0.567; ap50-95:0.365'] mixed: None |
coco2017val |
pytorch
audio
| model | Representative model | input shape | hardtime | metrics | dataset |
|---|---|---|---|---|---|
| CAM++ | CAM++ | 1x365x80 | 8bit: 14.09ms 16bit: 19.569ms mixed: None |
float: ['EER:0.14227', 'MinDCF:0.66743'] parse: ['EER:0.14908', 'MinDCF:0.68947'] int8: ['kld-pc', 'EER:0.15173', 'MinDCF:0.71847'] int16: ['kld-pc', 'EER:0.14892', 'MinDCF:0.69324'] mixed: None |
CNceleB |
| EcapaTDNN | EcapaTDNN | 1x398x80 | 8bit: 2.5580ms 16bit: 5.4981ms mixed: None |
float: 94.647 parse: 94.508 int8: ['kld-pc', 93.94] int16: ['kld-pc', 94.165] mixed: None |
UrbanSound8K |
| ERes2Net | ERes2Net | 1x365x80 | 8bit: 10.84ms 16bit: 23.895ms mixed: None |
float: ['EER:0.13567', 'MinDCF:0.63016'] parse: ['EER:0.14199', 'MinDCF:0.64854'] int8: ['EER:0.16007', 'MinDCF:0.68218'] int16: ['EER:0.14276', 'MinDCF:0.66264'] mixed: None |
CNceleB |
| Res2Net | Res2Net | 1x398x80 | 8bit: 0.917ms 16bit: 1.661ms mixed: None |
float: 93.241 parse: 93.249 int8: ['kld-pc', 92.68] int16: ['kld-pc', 93.25] mixed: None |
UrbanSound8K |
| ResNetSE | ResNetSE | 1x398x80 | 8bit: 16.288ms 16bit: 33.374ms mixed: None |
float: 96.54 parse: 96.453 int8: ['kld-pc', 96.11] int16: ['kld-pc', 96.453] mixed: None |
UrbanSound8K |
| TDNN | TDNN | 1x398x80 | 8bit: 0.501ms 16bit: 1.031ms mixed: None |
float: 94.368 parse: 93.935 int8: ['kld-pc', 92.22] int16: ['kld-pc', 93.935] mixed: None |
UrbanSound8K |
cv-3D_det
| model | Representative model | input shape | hardtime | metrics | dataset |
|---|---|---|---|---|---|
| SFA3D | SFA3D | 1x3x608x608 | 8bit: 198.1865ms 16bit: 219.5726ms mixed: None |
float: Car:3d:Easy_ap50:87.05; Moderate_ap50:83.24; Hard_ap50:85.20 8bit: ['kld-pc', 'Car:3d:Easy_ap50:75.65; Moderate_ap50:74.43; Hard_ap50:78.28'] 16bit: ['kld-pc', 'Car:3d:Easy_ap50:87.16; Moderate_ap50:83.31; Hard_ap50:85.26'] mixed: None |
KITTI |
cv-ar
| model | Representative model | input shape | hardtime | metrics | dataset |
|---|---|---|---|---|---|
| TSN | TSN | 1x3x224x224 | 8bit: 5.804ms 16bit: 11.639ms mixed: None |
float: Top1 acc:72.78; Top5 acc:90.66;Mean acc:72.77 parse: ['-', 'Top1 acc:69.59; Top5 acc:88.47;Mean acc:69.59'] 8bit: ['null-pc', 'Top1 acc:68.71; Top5 acc:88.19;Mean acc:68.75'] 16bit: ['null-pc', 'Top1 acc:69.36; Top5 acc:88.46;Mean acc:69.36'] mixed: None |
Kinetics-400 |
cv-cd
| model | Representative model | input shape | hardtime | metrics | dataset |
|---|---|---|---|---|---|
| A2Net | A2Net | 1x3x256x256 | 8bit: 6.0586ms 16bit: 10.3644ms mixed: None |
float: none 8bit: ['none', 'mIou:none'] 16bit: ['none', 'mIou:none'] mixed: None |
cv-cls
| model | Representative model | input shape | hardtime | metrics | dataset |
|---|---|---|---|---|---|
| PointNet | PointNet-cls | 1x3x1024 | 8bit: 0.841 ms 16bit: 1.814 ms mixed: None |
float: ['top-1:73.3(official:86.0)'] 8bit: ['kld-pc', 'top-1:70.5'] 16bit: ['kld-pc', 'top-1:70.9'] mixed: None |
ModelNet40 |
| SeResNet | SeResNet34 | 1x3x224x224 | 8bit: 3.676279ms 16bit: 7.263851ms mixed: None |
float: ['top1:95.5%'] 8bit: ['kld-pt', 'top1:94.7%'] 16bit: ['kld-pt', 'top1:94.4%'] mixed: None |
Flower |
| ShuffleNet | ShuffleNet | 1x3x224x224 | 8bit: 4.067 ms 16bit: 3.791 ms mixed: None |
float: ['top-1:69.88'] 8bit: ['kld-pc', 'top-1:67.14'] 16bit: ['kld-pc', 'top-1:68.00'] mixed: None |
imagenet2012val |
| strongReid | strongReid | 1x3x256x128 | 8bit: 3.4699 ms 16bit: 7.2025 ms mixed: None |
float: ['map:85.9'] parse: ['map:85.9'] 8bit: ['kld-pt', 'map:83.3'] 16bit: ['kld-pt', 'map:84.8'] mixed: None |
Market1501 |
| swin | swin_tiny | 1x3x224x224 | 8bit: 15.5495ms 16bit: 38.0375ms mixed: None |
float: ['top1:81.2%', 'top5:95.3%'] parse: ['top1:81.2%', 'top5:95.3%'] 8bit: ['ems-pc', 'top1:70.82%', 'top5:89.22%'] 16bit: ['ems-pc', 'top1:74.80%', 'top5:92.08%'] mixed: None |
imagenet2012val |
| yolov8_cls | yolov8_cls | 1x3x224x224 | 8bit: 0.93041ms 16bit: 1.94144ms mixed: None |
float: ['top1:72.71%', 'top5:91.09%'] 8bit: ['ems-pc', 'top1:69.33%', 'top5:88.66%'] 16bit: ['ems-pc', 'top1:71.39%%', 'top5:90.29%'] mixed: None |
imagenet2012val |
cv-det
| model | Representative model | input shape | hardtime | metrics | dataset |
|---|---|---|---|---|---|
| detr | detr | 1x3x640x640 | 8bit: 41.08815ms 16bit: 94.3828ms mixed: None |
float: ['ap50:0.558', 'ap50-95:0.365'] 8bit: ['kld-pc', 'ap50:0.276', 'ap50-95:0.129'] 16bit: ['kld-pc', 'ap50:0.532', 'ap50-95:0.343'] mixed: None |
coco2017val |
| SLBAF-Net | SLBAF | 1x3x608x608 | 8bit: 6.45ms 16bit: 22.3509ms mixed: None |
float: ap50:95.5; ap50-95:71.5 8bit: ['kld-pc', 'ap50:92.0; ap50-95:58.0'] 16bit: ['kld-pc', 'ap50:93.7; ap50-95:66.9'] mixed: None |
M3FD |
| yolo11 | yolo11s | 1x3x640x640 | 8bit: 9.37ms 16bit: 20.44ms mixed: 10ms |
float: ['ap50-95:0.47'] parse: ['ap50-95:0.47'] int8: ['ems-channel', 'ap50-95:0.414'] int16: ['ems-channel', 'ap50-95:0.435'] mixed: ['ems-channel', 'ap50-95:0.427'] |
coco2017val |
| yolov10 | yolov10n | 1x3x640x640 | 8bit: 7.065 ms 16bit: 9.263 ms mixed: None |
float: ['ap50-95:38.5'] 8bit: ['kld-pc', 'ap50:52.2', 'ap50-95:36.6'] 16bit: ['kld-pc', 'ap50:53.0', 'ap50-95:37.3'] mixed: None |
coco2017val |
| yolov5s6 | yolov5s6 | 1x3x1280x1280 | 8bit: 27.67ms 16bit: 59.36ms mixed: None |
float: ap50:0.637; ap50-95:0.448 int8: ['kld-pc', 'ap50:0.627; ap50-95:0.406'] int16: ['kld-pc', 'ap50:0.632; ap50-95:0.428'] mixed: None |
coco2017val |
| yolov5_7.0 | yolov5s | 1x3x640x640 | 8bit: 5.8499ms 16bit: 13.3739ms mixed: None |
float: ap50:56.8; ap50-95:37.4 int8: ['kld-pc', 'ap50:55.1; ap50-95:34.7'] int16: ['kld-pc', 'ap50:56.2; ap50-95:37.1'] mixed: None |
coco2017val |
| yolov5_hrsid | yolov5s_hrsid | 1x1x640x640 | 8bit: 5.67248ms 16bit: 13.0066ms mixed: None |
float: None int8: ['kld-pc'] int16: ['kld-pc'] mixed: None |
|
| yolov5_obb | yolov5m_obb | 1x3x1024x1024 | 8bit: 37.98692ms 16bit: 80.97194ms mixed: None |
float: ap50:69.6; ap50-95:41.72 parse: ap50:68.97; ap50-95:41.32 int8: ['kld-pc', 'ap50:67.05; ap50-95:39.39'] int16: ['kld-pc', 'ap50:67.71; ap50-95:40.73'] mixed: None |
DOTA-v1.5 |
| yolov6 | yolov6s_v2 | 1x3x640x640 | 8bit: 5.97849ms 16bit: 14.116316ms mixed: None |
float: ['ap50-95:43.3'] 8bit: ['kld-pt', 'ap50:58.0; ap50-95:40.7'] 16bit: ['kld-pt', 'ap50:58.7; ap50-95:42.0'] mixed: None |
coco2017val |
| yolov7 | yolov7 | 1x3x640x640 | 8bit: 23.4645ms 16bit: 52.7983ms mixed: None |
float: ap50:0.697 8bit: ['kld-pc', 'ap50:0.685'] 16bit: ['kld-pt', 'ap50:0.691'] mixed: None |
coco2017val |
| yolov8 | yolov8n | 1x3x640x640 | 8bit: 4.035274ms 16bit: 8.244985ms mixed: None |
float: ['ap50-95:37.3'] 8bit: ['kld-pc', 'ap50:51.8', 'ap50-95:36.3'] 16bit: ['kld-pc', 'ap50:52.4', 'ap50-95:36.8'] mixed: None |
coco2017val |
| yolov9 | yolov9t | 1x3x640x640 | 8bit: 8.46ms 16bit: 12.337ms mixed: None |
float: ['ap50:53.1', 'ap50-95:38.3'] 8bit: ['kld-pc', 'ap50:49.8', 'ap50-95:35.2'] 16bit: ['kld-pc', 'ap50:52.4', 'ap50-95:37.2'] mixed: None |
coco2017val |
| yolox | yolox_s | 1x3x640x640 | 8bit: 7.4136ms 16bit: 16.7926ms mixed: None |
float: ap50:NA;ap50-95:0.405 parse: ap50:0.596;ap50-95:0.407 8bit: ['kld-pt', 'ap50:0.586; ap50-95:0.385'] 16bit: ['kld-pt', 'ap50:0.595; ap50-95:0.402'] mixed: None |
coco2017val |
cv-drive_perception
| model | Representative model | input shape | hardtime | metrics | dataset |
|---|---|---|---|---|---|
| HybridNets | HybridNets | 1x3x384x640 | 8bit: 62.1997ms 16bit: 112.786ms mixed: None |
float: TOD-recall:93.5;TOD-map50:77.2;DAS-mIoU:90.5;LLD-IoU:31.6;LLD-acc:85.4 parse: ['-', 'TOD-recall:93.5;TOD-map50:77.2;DAS-mIoU:90.5;LLD-IoU:31.6;LLD-acc:85.4'] 8bit: ['ems-pt', 'TOD-recall:92.6;TOD-map50:74.6;DAS-mIoU:88.7;LLD-IoU:28.5;LLD-acc:80.1'] 16bit: ['ems-pt', 'TOD-recall:93.0;TOD-map50:75.4;DAS-mIoU:89.2;LLD-IoU:29.4;LLD-acc:83.1'] mixed: None |
BDD-100k |
| PolyLaneNet | PolyLaneNet | 1x3x360x640 | 8bit: 5.786ms 16bit: 12.705ms mixed: 7.669ms |
float: None parse: None int8: [] int16: [] mixed: None |
|
| UFLD | UFLD | 1x3x288x800 | 8bit: 10.619ms 16bit: 21.160ms mixed: None |
float: None parse: None int8: [] int16: [] mixed: None |
|
| YOLOP | YOLOP | 1x3x640x640 | 8bit: 24.87ms 16bit: 47.302ms mixed: None |
float: TOD-recall:89.3;TOD-map50:76.6;DAS-mIoU:89.0;LLD-IoU:24.8;LLD-acc:63.8 parse: ['-', 'TOD-recall:89.3;TOD-map50:76.6;DAS-mIoU:89.0;LLD-IoU:24.8;LLD-acc:63.8'] 8bit: ['kld-pc', 'TOD-recall:88.9;TOD-map50:74.9;DAS-mIoU:88.7;LLD-IoU:24.9;LLD-acc:60.5'] 16bit: ['kld-pc', 'TOD-recall:89.2;TOD-map50:76.6;DAS-mIoU:89.0;LLD-IoU:24.9;LLD-acc:64.9'] mixed: None |
BDD-100k |
cv-ge
| model | Representative model | input shape | hardtime | metrics | dataset |
|---|---|---|---|---|---|
| GazeTR | GazeTR | 1x224x224x3 | 8bit: 3.0822ms 16bit: 4.9915ms mixed: None |
float: angle_error:2.70 parse: angle_error:2.70 8bit: ['ems_pt', 'angle_error:2.54'] 16bit: ['ems_pt', 'angle_error:2.53'] mixed: None |
MPIIFaceGaze |
| MPIIFaceGaze | MPIIFaceGaze | 1x224x224x3 | 8bit: 1.3355ms 16bit: 2.1721ms mixed: None |
float: angle_error:2.55 parse: angle_error:2.20 8bit: ['null_pc', 'angle_error:3.22'] 16bit: ['null_pc', 'angle_error:3.25'] mixed: None |
MPIIFaceGaze |
| MPIIGaze | MPIIGaze | 1x1x36x60 | 8bit: 0.0965ms 16bit: 0.1275ms mixed: None |
float: angle_error:5.24 8bit: ['null_pt', 'angle_error:4.76'] 16bit: ['null_pt', 'angle_error:4.78'] mixed: None |
MPIIGaze |
cv-img_fusion
| model | Representative model | input shape | hardtime | metrics | dataset |
|---|---|---|---|---|---|
| TarDAL | TarDAL | 1x1x768x1024 | 8bit: 109.868ms 16bit: 225.6657ms mixed: None |
float: MI:2.356; EN:6.889; SD:43.323; PSNR:12.270; SSIM:0.752 8bit: ['kld-pc', 'MI:2.349; EN:5.009; SD:43.704; PSNR:12.171; SSIM:0.728'] 16bit: ['kld-pc'] mixed: None |
M3FD |
cv-kpt
| model | Representative model | input shape | hardtime | metrics | dataset |
|---|---|---|---|---|---|
| HRNet_CALS | HRNet_CALS-kpt | 1x3x640x640 | 8bit: 23.427 ms 16bit: 51.365 ms mixed: None |
float: ['pixel-error:2.22'] parse: ['pixel-error:2.769'] int8: ['null-pt', 'pixel-error:2.901'] int16: ['null-pt', 'pixel-error:2.804'] mixed: ['null-pt', 'pixel-error:2.814'] |
DCS |
| yolo11_pose | yolo11s-pose | 1x3x640x640 | 8bit: 9.72ms 16bit: 18.73 ms mixed: 10.49 ms |
float: ['ap50-95:0.589'] parse: ['ap50-95:0.588'] int8: ['ems-channel', 'ap50-95:0.531'] int16: ['ems-channel', 'ap50-95:0.562'] mixed: ['ems-channel', 'ap50-95:0.553'] |
coco2017val |
| yolov7_pose | yolov7-w6-pose | 1x3x640x640 | 8bit: 24.2247ms 16bit: 55.399ms mixed: None |
float: None 8bit: ['kld-pt', 'ap50:0.834; ap50-95:0.491'] 16bit: ['kld-pt', 'ap50:0.869; ap50-95:0.651'] mixed: None |
coco2017val |
| yolov8_pose | yolov8s-pose | 1x3x640x640 | 8bit: 8.26 ms 16bit: 18.73 ms mixed: None |
float: ap50:0.862; ap50-95:0.60 8bit: ['kld-pc', 'ap50:0.835; ap50-95:0.549'] 16bit: ['kld-pt', 'ap50:0.836; ap50-95:0.565'] mixed: None |
coco2017val |
cv-match
| model | Representative model | input shape | hardtime | metrics | dataset |
|---|---|---|---|---|---|
| superglue | superglue | 1x1200x1600x1 | 8bit: ['80 ms', '180 ms'] 16bit: ['none', 'none'] mixed: None |
float: None int8: None int16: None mixed: None |
cv-mot
| model | Representative model | input shape | hardtime | metrics | dataset |
|---|---|---|---|---|---|
| bytetrack | bytetrack | 1x3x608x1088 | 8bit: 13.5490ms 16bit: 30.3555ms mixed: None |
float: MOTA:79.2; IDF1:74.2 parse: MOTA:79.2; IDF1:74.2 int8: ['kld-pt', 'MOTA:78.1; IDF1:70.4'] int16: ['kld-pt', 'MOTA:78.8; IDF1:74.1'] mixed: None |
MOT17 |
cv-ofe
| model | Representative model | input shape | hardtime | metrics | dataset |
|---|---|---|---|---|---|
| spynet | spynet | 1x3x320x544 | 8bit: 20.1251ms 16bit: 40.000ms mixed: None |
float: None parse: None int8: [] int16: [] mixed: None |
FlyingChairs |
cv-seg
| model | Representative model | input shape | hardtime | metrics | dataset |
|---|---|---|---|---|---|
| DDRNet | DDRNet | 1x3x1024x2048 | 8bit: 75.0438ms 16bit: 161.9397ms mixed: None |
float: mIoU:79.51 8bit: ['kld-pc', 'mIoU:79.27'] 16bit: ['kld-pc', 'mIoU:79.40'] mixed: None |
cityscapes |
| deeplabv3plus | deeplab-resnet | 1x3x513x513 | 8bit: 51.606ms 16bit: 209.6435ms mixed: None |
float: ['mIoU:0.784'] 8bit: ['kld-pc', 'mIoU:0.766'] 16bit: ['kld-pt', 'mIoU:0.769'] mixed: None |
voc2012val |
| esanet | esanet | 1x3x480x640 | 8bit: 52.796ms 16bit: 101.037ms mixed: None |
float: miou:0.535 8bit: ['kld-pc', 'miou:0.514'] 16bit: ['kld-pc', 'miou:0.538'] mixed: None |
sunrgbd |
| maskformer | maskformer_r50 | 1x3x640x640 | 8bit: 248.2826ms 16bit: 613.4063ms mixed: None |
float: ['mIou:43.5824'] parse: ['mIou:43.5822'] 8bit: ['kld-pc', 'mIou:41.4750'] 16bit: ['kld-pc', 'mIou:41.8236'] mixed: None |
ADEChallengeData2016 |
| maskformer_pan | maskformer_pan | 1x3x224x224 | 8bit: 490.7640ms 16bit: 1170.6667ms mixed: None |
float: ['PQ:44.988'] parse: ['PQ:44.988'] 8bit: ['kld-pc', 'PQ:18.217'] 16bit: ['kld-pc', 'PQ:None'] mixed: None |
coco2017val |
| MMPSPNet | mmpspnet | 1x3x1024x2048 | 8bit: 540.605ms 16bit: 1401.880ms mixed: None |
float: mAcc:84.86; mIoU:77.92; allAcc:95.99 8bit: ['kld-pt', 'mAcc:83.13; mIoU:76.90; allAcc:95.79'] 16bit: ['kld-pt', 'mAcc:84.31; mIoU:77.61; allAcc:95.88'] mixed: None |
cityscapes |
| PointNet_seg | PointNet_seg | 1x3x2500 | 8bit: 7.19ms 16bit: 15.1074ms mixed: None |
float: mIoU:66.9 parse: mIoU:66.9 8bit: ['kld-pc', 'mIoU:66.5'] 16bit: ['kld-pc', 'mIoU:66.9'] mixed: None |
shapenet |
| yolov5_seg | yolov5s_seg | 1x3x640x640 | 8bit: 7.7881ms 16bit: 17.677ms mixed: None |
float: box:ap50-95:0.376; mask:ap50-95:0.292 parse: ['box:ap50:0.566; ap50-95:0.377; mask:ap50:0.493; ap50-95:0.288'] 8bit: ['kld-pc', 'box:ap50:0.550; ap50-95:0.349; mask:ap50:0.479; ap50-95:0.275'] 16bit: ['kld-pc', 'box:ap50:0.558; ap50-95:0.367; mask:ap50:0.489; ap50-95:0.282'] mixed: None |
coco2017val |
| yolov8_seg | yolov8s-seg | 1x3x640x640 | 8bit: 9.71 ms 16bit: 22.297 ms mixed: None |
float: box:ap50-95:0.446; mask:ap50-95:0.332 parse: ['box:ap50:0.614; ap50-95:0.446; mask:ap50:0.541; ap50-95:0.331'] 8bit: ['kld-pc', 'box:ap50:0.602; ap50-95:0.435; mask:ap50:0.534; ap50-95:0.327'] 16bit: ['kld-pc', 'box:ap50:0.608; ap50-95:0.441; mask:ap50:0.538; ap50-95:0.330'] mixed: None |
coco2017val |
| yolov9_pan | yolov9_pan | 1x3x640x640 | 8bit: 41.9832ms 16bit: 82.9947ms mixed: None |
float: PQ:35.3 8bit: ['null-pc', 'PQ:32.5'] 16bit: ['null-pc', 'PQ:34.1'] mixed: None |
coco2017val |
cv-sod
| model | Representative model | input shape | hardtime | metrics | dataset |
|---|---|---|---|---|---|
| JL-DCF | JL-DCF | 1x3x320x320 | 8bit: 128.7367ms 16bit: 372.1721ms mixed: None |
float: SSIM:0.855; Fβ:0.894; MAE:0.108 8bit: ['kld-pc', 'SSIM:0.857; Fβ:0.892; MAE:0.107'] 16bit: ['kld-pc', 'SSIM:0.859; Fβ:0.893; MAE:0.105'] mixed: None |
LFSD |
| U2Net_det | U2Net_det | 1x3x320x320 | 8bit: 37.7630ms 16bit: 72.7427ms mixed: None |
float: ['MAE:4.40%; Max-F:87.30%; Weighted-F:80.40%'] 8bit: ['kld-pt', 'MAE:4.79%; Max-F:86.70%; Weighted-F:79.04%'] 16bit: ['kld-pt', 'MAE:4.76%; Max-F:86.69%; Weighted-F:79.19%'] mixed: None |
DUTS-TE |
| U2Net_portrait | U2Net_portrait | 1x3x512x512 | 8bit: 95.6711ms 16bit: 186.7045ms mixed: None |
float: None 8bit: ['kld-pc'] 16bit: ['kld-pc'] mixed: None |
cv-sot
| model | Representative model | input shape | hardtime | metrics | dataset |
|---|---|---|---|---|---|
| AiATrack | AiATrack | 1x320x320x3 | 8bit: 91.605ms 16bit: 183.452ms mixed: None |
float: AUC:65.74; Precision:71.69;Precision_norm:76.23 8bit: ['null_pc', 'AUC:58.72; Precision:61.62;Precision_norm:69.96'] 16bit: ['null_pc', 'AUC:59.08; Precision:63.69;Precision_norm:69.64'] mixed: None |
LaSOT |
| ETTrack | ETTrack | 1x3x288x288 | 8bit: 16.763ms 16bit: 32.918ms mixed: None |
float: AUC:59.3; Precision:60.12;Precision_norm:68.01 8bit: ['kld-pc&null_pt', 'AUC:12.54; Precision:4.15;Precision_norm:8.40'] 16bit: ['kld-pc&null_pt', 'AUC:54.39; Precision:54.04;Precision_norm:62.10'] mixed: None |
LaSOT |
| MixformerV2 | MixformerV2 | 1x112x112x3 | 8bit: 17.7960ms 16bit: 30.1226ms mixed: None |
float: AUC:58.63; Precision:57.56;Precision_norm:67.28 8bit: ['null_pt', 'AUC:0.24; Precision:0.59;Precision_norm:0.25'] 16bit: ['null_pt', 'AUC:58.47; Precision:57.81;Precision_norm:66.18'] mixed: None |
LaSOT |
| siamfc++ | siamfc++ | 1x3x303x303 | 8bit: 3.672ms 16bit: 5.9922ms mixed: None |
float: AUC:52.3; Precision:54.07;Precision_norm:61.06 8bit: ['kld-pc', 'AUC:51.36; Precision:52.45;Precision_norm:60.40'] 16bit: ['kld-pc', 'AUC:51.24; Precision:52.09;Precision_norm:60.36'] mixed: None |
LaSOT |
| siamrpn++ | siamrpn++ | 1x3x255x255 | 8bit: 5.391ms 16bit: 12.008ms mixed: None |
float: AUC:45.30; Precision:45.62;Precision_norm:53.62 8bit: ['kld-pt', 'AUC:44.12; Precision:43.94;Precision_norm:52.87'] 16bit: ['kld-pt', 'AUC:45.23; Precision:45.11;Precision_norm:53.64'] mixed: None |
LaSOT |
cv-sr
| model | Representative model | input shape | hardtime | metrics | dataset |
|---|---|---|---|---|---|
| edsr | edsr | 1x3x160x240 | 8bit: ['edsr 15.432ms; edsr_big 15.433ms'] 16bit: ['edsr 30.344ms; edsr_big 30.343ms'] mixed: None |
float: ['edsr psnr 31.863; edsr_big psnr 31.937'] 8bit: ['null-pt', 'edsr psnr 30.746; edsr_big psnr 29.418'] 16bit: ['null-pt', 'edsr psnr 31.862; edsr_big psnr 29.477'] mixed: ['null-pt', 'edsr psnr 30.791; edsr_big psnr 29.432'] |
B100 |
| mimo-unet | mimo-unet | 1x3x720x1280 | 8bit: ['759ms'] 16bit: ['1459ms'] mixed: None |
float: psnr:31.891 8bit: ['kld-pc', 'none'] 16bit: ['kld-pc', 'none'] mixed: ['none'] |
GoPro |
| nafnet_lite | nafnet_lite | 1x3x736x1280 | 8bit: self_A_attn:47.660ms; self_A:38.339ms; self_A_b18:60.553ms 16bit: self_A_attn:96.4ms mixed: None |
float: self_A_attn PSNR 28.1753; self_A_b18 PSNR 28.6021; self_A PSNR 27.9081 int8: self_A_attn PSNR 27.3964; self_A_b18 PSNR 27.1031; self_A PSNR 27.1225 int16: self_A_attn PSNR 28.0775; self_A_b18 PSNR 28.5055; self_A PSNR 27.7936 mixed: self_A_attn PSNR 27.4334; self_A_b18 PSNR 27.1467; self_A PSNR 27.1466 |
GoPro |
| PASSRnet | PASSRnet | 1x125x178x3 | 8bit: 61.0188ms 16bit: 164.7030ms mixed: None |
float: None 8bit: None 16bit: None mixed: None |
KITTI2012Stereo |
| rdn | rdn | 1x3x256x256 | 8bit: 928.4067ms 16bit: 1904.2732ms mixed: None |
float: ['PSNR:44.668'] parse: ['PSNR:44.668'] 8bit: ['kld-pc', 'PSNR:42.656'] 16bit: ['kld-pc', 'PSNR:43.172'] mixed: None |
Set5eval |
| rfdn | rfdn | 1x3x160x240 | 8bit: ['12.42ms'] 16bit: ['23.63ms'] mixed: ['16.54ms'] |
float: psnr:31.891 8bit: ['null-pt', 'psnr:30.839'] 16bit: ['null-pt psnr:31.889'] mixed: ['null-pt', 'psnr:30.876'] |
B100 |
drl
| model | Representative model | input shape | hardtime | metrics | dataset |
|---|---|---|---|---|---|
| donkey_car | donkey-car | 1x2x64x64 | 8bit: None 16bit: 6ms mixed: None cpu: 0.55ms |
float: None int8: None int16: None mixed: None |
|
| dqn | dqn | 1x4 | 8bit: None 16bit: None mixed: None cpu: 0.125ms |
float: None int8: None int16: None mixed: None |
|
| drl4vrp | drl4vrp | 1x2x20 | 8bit: None 16bit: None mixed: None cpu: 26ms |
float: None 8bit: None 16bit: None mixed: None |
|
| ppo | ppo | 1x2x64x64 | 8bit: None 16bit: None mixed: None cpu: 2.8ms |
float: None int8: None int16: None mixed: None |
|
| ppo_lstm | ppo_lstm | 1x2x64x64 | 8bit: None 16bit: None mixed: None cpu: 3.0ms |
float: None int8: None int16: None mixed: None |
|
| sac | sac | 1x2x64x64 | 8bit: None 16bit: None mixed: None cpu: 2.5ms |
float: None int8: None int16: None mixed: None |
nlp
| model | Representative model | input shape | hardtime | metrics | dataset |
|---|---|---|---|---|---|
| bert | bert | 1x128x768 | 8bit: 17.9858 ms 16bit: 39.2729 ms mixed: None |
float: None int8: ['null-pt'] int16: ['null-pt'] mixed: None |
|
| bert_cls | bert_cls | 1x32x768 | 8bit: 10.1458 ms 16bit: 23.5171 ms mixed: None |
float: ACC：94.76% int8: ['null-pt', 'ACC：41.16%'] int16: ['null-pt', 'ACC：94.57%'] mixed: None |
|
| TextCNN | TextCNN | 1x32x300 | 8bit: 9.4472 ms 16bit: 10.9260 ms mixed: None |
float: ACC： 90.97% int8: ['null-pt', 'ACC：90.89%'] int16: ['null-pt', 'ACC：90.92%'] mixed: None |
|
| Transformer | Transformer | 1x32x300 | 8bit: 0.9705 ms 16bit: 1.1952 ms mixed: None |
float: ACC： 90.51% int8: ['null-pt', 'ACC：89.24%'] int16: ['null-pt', 'ACC：87.40%'] mixed: None |
ts-tsf
| model | Representative model | input shape | hardtime | metrics | dataset |
|---|---|---|---|---|---|
| dlinear | dlinear | 1x96x7 | 8bit: None 16bit: None mixed: None cpu: 0.58ms |
float: ltf:mae:0.411573; mse:0.396674; cls:acc:0.756097; f1:0.390243 cpu: ltf:mae:0.411573; mse:0.396674; cls:acc:0.756097; f1:0.390243 8bit: None 16bit: None mixed: None |
times_series |
| moderntcn | moderntcn | 1x336x7 | 8bit: 0.72ms 16bit: 1.23ms mixed: None |
float: ltf:mae:0.394449; mse:0.368657; cls:acc:0.765853; f1:0.441860 8bit: ['ltf:kld-pt', 'mae:0.395039; mse:0.366876; cls:kld-pt', 'acc:0.735294; f1:0.341463'] 16bit: ['ltf:kld-pt', 'mae:0.385568; mse:0.355908'] mixed: None |
times_series |
| segrnn | segrnn | 1x96x7 | 8bit: 0.89ms 16bit: 2.05ms mixed: None |
float: ltf:mae:0.393878; mse:0.367910; cls:acc:0.756097; f1:0.375000 8bit: ['ltf:kld-pt', 'mae:0.386951; mse:0.359742; cls:null-pt', 'acc:0.754902; f1:0.358974'] 16bit: ['ltf:kld-pt', 'mae:0.386655; mse:0.359414; cls:null-pt', 'acc:0.754902; f1:0.375000'] mixed: None |
times_series |