From 4d4e5fac7d062b0855a820e1fb79a01f618f7e61 Mon Sep 17 00:00:00 2001 From: Vladimir Mandic Date: Sat, 23 Apr 2022 13:01:52 -0400 Subject: [PATCH] update model details --- Models.md | 69 +++++++++++++++++++++++++++++++------------------------ 1 file changed, 39 insertions(+), 30 deletions(-) diff --git a/Models.md b/Models.md index c8f0228..b53eb55 100644 --- a/Models.md +++ b/Models.md @@ -91,37 +91,46 @@ Switching model also automatically switches implementation used inside `Human` s
-| Model Name | Model Definition Size | Model Definition | Weights Size | Weights Name | Num Tensors | -| ---------- | --------------------- | ---------------- | ------------ | ------------ | ----------- | -| MediaPipe MediaPipe BlazeFace (Front) | 51K | blazeface-front.json | 393K | blazeface-front.bin | 73 | -| MediaPipe BlazeFace (Back) | 78K | blazeface-back.json | 527K | blazeface-back.bin | 112 | -| MediaPipe FaceMesh | 88K | facemesh.json | 2.9M | facemesh.bin | 118 | -| MediaPipe FaceMesh with Attention | 335K | facemesh-attention.json | 2.3M | facemesh-attention.bin | 647 | -| MediaPipe Iris | 120K | iris.json | 2.5M | iris.bin | 191 | -| MediaPipe Meet | 94K | meet.json | 364K | meet.bin | 163 | -| MediaPipe Selfie | 82K | selfie.json | 208M | selfie.bin | 136 | -| Oarriaga Emotion | 18K | emotion.json | 802K | emotion.bin | 23 | -| SSR-Net Age (IMDB) | 93K | age.json | 158K | age.bin | 158 | -| SSR-Net Gender (IMDB) | 92K | gender-ssrnet-imdb.json | 158K | gender-ssrnet-imdb.bin | 157 | -| Oarriaga Gender | 30K | gender.json | 198K | gender.bin | 39 | -| PoseNet | 47K | posenet.json | 4.8M | posenet.bin | 62 | -| MediaPipe BlazePose | 158K | blazepose.json | 6.6M | blazepose.bin | 225 | -| MediaPipe HandPose (HandDetect) | 126K | handdetect.json | 6.8M | handdetect.bin | 152 | -| MediaPipe HandPose (HandSkeleton) | 127K | handskeleton.json | 5.3M | handskeleton.bin | 145 | -| Sirius-AI MobileFaceNet | 125K | mobilefacenet.json | 5.0M | mobilefacenet.bin | 139 | -| BecauseofAI MobileFace | 33K | mobileface.json | 2.1M | mobileface.bin | 75 | -| FaceBoxes | 212K | faceboxes.json | 2.0M | faceboxes.bin | N/A | -| NanoDet | 255K | nanodet.json | 7.3M | nanodet.bin | 229 | -| MB3-CenterNet | 197K | nanodet.json | 1.9M | nanodet.bin | 267 | -| FaceRes | 70K | faceres.json | 6.7M | faceres.bin | 524 | -| MoveNet-Lightning | 158K | movenet-lightning.json | 4.5M | movenet-lightning.bin | 180 | -| MoveNet-Thunder | 158K | movenet-thunder.json | 12M | movenet-thunder.bin | 178 | -| MoveNet-MultiPose | 235K | movenet-thunder.json | 9.1M | movenet-thunder.bin | 303 | -| Google Selfie | 82K | selfie.json | 208K | selfie.bin | 136 | -| Hand Tracking | 605K | handtrack.json | 2.9M | handtrack.bin | 619 | -| GEAR Predictor | 28K | gear.json | 1.5M | gear.bin | 25 | +| Model Name | Model Definition Size | Model Definition | Weights Size | Weights Name | Num Tensors | Resolution | +| ---------- | --------------------- | ---------------- | ------------ | ------------ | ----------- | ---------- | | Anti-Spoofing | 8K | antispoof.json | 834K | antispoof.bin | 11 | -| Liveness | 17K | liveness.json | 580K | liveness.bin | 23 | +| BecauseofAI MobileFace | 33K | mobileface.json | 2.1M | mobileface.bin | 75 | 112x112 +| EfficientPose | 134K | efficientpose.json | 5.6M | efficientpose.bin | 217 | 368x368 +| FaceBoxes | 212K | faceboxes.json | 2.0M | faceboxes.bin | 350 | 0x0 +| FaceRes | 70K | faceres.json | 6.7M | faceres.bin | 128 | 224x224 +| FaceRes (Deep) | 62K | faceres.json | 13.9M | faceres.bin | 128 | 224x224 +| GEAR Predictor (Gender/Emotion/Age/Race) | 28K | gear.json | 1.5M | gear.bin | 25 | 198x198 +| Google Selfie | 82K | selfie.json | 208K | selfie.bin | 136 | 256x256 +| Hand Tracking | 605K | handtrack.json | 2.9M | handtrack.bin | 619 | 320x320 +| Liveness | 17K | liveness.json | 580K | liveness.bin | 23 | 32x32 +| MB3-CenterNet | 197K | nanodet.json | 1.9M | nanodet.bin | 267 | 128x128 +| MediaPipe BlazeFace (Front) | 51K | blazeface-front.json | 323K | blazeface-front.bin | 73 | 128x128 +| MediaPipe BlazeFace (Back) | 78K | blazeface-back.json | 527K | blazeface-back.bin | 112 | 256x256 +| MediaPipe BlazePose (Lite) | 132K | blazepose-lite.json | 2.6M | blazepose-lite.bin | 177 | 256x256 +| MediaPipe BlazePose (Full) | 145K | blazepose-full.json | 6.6M | blazepose-full.bin | 193 | 256x256 +| MediaPipe BlazePose (Heavy) | 305K | blazepose-heavy.json | 27.0M | blazepose-heavy.bin | 400 | 256x256 +| MediaPipe BlazePose Detector (2D) | 129K | blazepose-detector2d.json | 7.2M | blazepose-detector2d.bin | 180 | 224x224 +| MediaPipe BlazePose Detector (3D) | 132K | blazepose-detector3d.json | 5.7M | blazepose-detector3d.bin | 181 | 224x224 +| MediaPipe FaceMesh | 88K | facemesh.json | 2.9M | facemesh.bin | 118 | 192x192 +| MediaPipe FaceMesh with Attention | 335K | facemesh-attention.json | 2.3M | facemesh-attention.bin | 647 | 192x192 +| MediaPipe Hand Landmark (Full) | 81K | handlandmark-full.json | 5.4M | handlandmark-full.bin | 112 | 224x224 +| MediaPipe Hand Landmark (Lite) | 82K | handlandmark-lite.json | 2.0M | handlandmark-lite.bin | 112 | 224x224 +| MediaPipe Hand Landmark (Sparse) | 88K | handlandmark-sparse.json | 5.3M | handlandmark-sparse.bin | 112 | 224x224 +| MediaPipe HandPose (HandDetect) | 126K | handdetect.json | 6.8M | handdetect.bin | 152 | 256x256 +| MediaPipe HandPose (HandSkeleton) | 127K | handskeleton.json | 5.3M | handskeleton.bin | 145 | 256x256 +| MediaPipe Iris | 120K | iris.json | 2.5M | iris.bin | 191 | 64x64 +| MediaPipe Meet | 94K | meet.json | 364K | meet.bin | 163 | 144x256 +| MediaPipe Selfie | 82K | selfie.json | 208M | selfie.bin | 136 | 256x256 +| MoveNet-Lightning | 158K | movenet-lightning.json | 4.5M | movenet-lightning.bin | 180 | 192x192 +| MoveNet-MultiPose | 235K | movenet-thunder.json | 9.1M | movenet-thunder.bin | 303 | 256x256 +| MoveNet-Thunder | 158K | movenet-thunder.json | 12M | movenet-thunder.bin | 178 | 256x256 +| NanoDet | 255K | nanodet.json | 7.3M | nanodet.bin | 229 | 416x416 +| Oarriaga Emotion | 18K | emotion.json | 802K | emotion.bin | 23 | 64x64 +| Oarriaga Gender | 30K | gender.json | 198K | gender.bin | 39 | 64x64 +| PoseNet | 47K | posenet.json | 4.8M | posenet.bin | 62 | 385x385 +| Sirius-AI MobileFaceNet | 125K | mobilefacenet.json | 5.0M | mobilefacenet.bin | 139 | 112x112 +| SSR-Net Age (IMDB) | 93K | age.json | 158K | age.bin | 158 |64x64 +| SSR-Net Gender (IMDB) | 92K | gender-ssrnet-imdb.json | 158K | gender-ssrnet-imdb.bin | 157 | 64x64