ruvnet--ruview/references/wifi_densepose_results.csv

1	Category	Metric	Value	Unit	Description
2	Hardware	WiFi_Transmitters	3	count	Number of WiFi transmitter antennas
3	Hardware	WiFi_Receivers	3	count	Number of WiFi receiver antennas
4	Hardware	Frequency_Range	2.4GHz ± 20MHz	frequency	Operating frequency range
5	Hardware	Subcarriers	30	count	Number of subcarrier frequencies
6	Hardware	Sampling_Rate	100	Hz	CSI data sampling rate
7	Hardware	Total_Cost	30	USD	Hardware cost using TP-Link AC1750 routers
8	Architecture	Input_Amplitude_Shape	150x3x3	tensor	CSI amplitude input dimensions
9	Architecture	Input_Phase_Shape	150x3x3	tensor	CSI phase input dimensions
10	Architecture	Output_Feature_Shape	3x720x1280	tensor	Spatial feature map dimensions
11	Architecture	Body_Parts	24	count	Number of body parts detected
12	Architecture	Keypoints	17	count	Number of keypoints tracked (COCO format)
13	Training	Learning_Rate	0.001	rate	Initial learning rate
14	Training	Batch_Size	16	count	Training batch size
15	Training	Total_Iterations	145000	count	Total training iterations
16	Training	Lambda_DensePose	0.6	weight	DensePose loss weight
17	Training	Lambda_Keypoint	0.3	weight	Keypoint loss weight
18	Training	Lambda_Transfer	0.1	weight	Transfer learning loss weight
19	Performance	WiFi_Same_Layout_AP	43.5	AP	AP for WiFi_Same_Layout
20	Performance	WiFi_Same_Layout_AP@50	87.2	AP	AP@50 for WiFi_Same_Layout
21	Performance	WiFi_Same_Layout_AP@75	44.6	AP	AP@75 for WiFi_Same_Layout
22	Performance	WiFi_Same_Layout_AP-m	38.1	AP	AP-m for WiFi_Same_Layout
23	Performance	WiFi_Same_Layout_AP-l	46.4	AP	AP-l for WiFi_Same_Layout
24	Performance	WiFi_Same_Layout_dpAP_GPS	45.3	AP	dpAP_GPS for WiFi_Same_Layout
25	Performance	WiFi_Same_Layout_dpAP_GPS@50	79.3	AP	dpAP_GPS@50 for WiFi_Same_Layout
26	Performance	WiFi_Same_Layout_dpAP_GPS@75	47.7	AP	dpAP_GPS@75 for WiFi_Same_Layout
27	Performance	WiFi_Same_Layout_dpAP_GPSm	43.2	AP	dpAP_GPSm for WiFi_Same_Layout
28	Performance	WiFi_Same_Layout_dpAP_GPSm@50	77.4	AP	dpAP_GPSm@50 for WiFi_Same_Layout
29	Performance	WiFi_Same_Layout_dpAP_GPSm@75	45.5	AP	dpAP_GPSm@75 for WiFi_Same_Layout
30	Performance	Image_Same_Layout_AP	84.7	AP	AP for Image_Same_Layout
31	Performance	Image_Same_Layout_AP@50	94.4	AP	AP@50 for Image_Same_Layout
32	Performance	Image_Same_Layout_AP@75	77.1	AP	AP@75 for Image_Same_Layout
33	Performance	Image_Same_Layout_AP-m	70.3	AP	AP-m for Image_Same_Layout
34	Performance	Image_Same_Layout_AP-l	83.8	AP	AP-l for Image_Same_Layout
35	Performance	Image_Same_Layout_dpAP_GPS	81.8	AP	dpAP_GPS for Image_Same_Layout
36	Performance	Image_Same_Layout_dpAP_GPS@50	93.7	AP	dpAP_GPS@50 for Image_Same_Layout
37	Performance	Image_Same_Layout_dpAP_GPS@75	86.2	AP	dpAP_GPS@75 for Image_Same_Layout
38	Performance	Image_Same_Layout_dpAP_GPSm	84.0	AP	dpAP_GPSm for Image_Same_Layout
39	Performance	Image_Same_Layout_dpAP_GPSm@50	94.9	AP	dpAP_GPSm@50 for Image_Same_Layout
40	Performance	Image_Same_Layout_dpAP_GPSm@75	86.8	AP	dpAP_GPSm@75 for Image_Same_Layout
41	Performance	WiFi_Different_Layout_AP	27.3	AP	AP for WiFi_Different_Layout
42	Performance	WiFi_Different_Layout_AP@50	51.8	AP	AP@50 for WiFi_Different_Layout
43	Performance	WiFi_Different_Layout_AP@75	24.2	AP	AP@75 for WiFi_Different_Layout
44	Performance	WiFi_Different_Layout_AP-m	22.1	AP	AP-m for WiFi_Different_Layout
45	Performance	WiFi_Different_Layout_AP-l	28.6	AP	AP-l for WiFi_Different_Layout
46	Performance	WiFi_Different_Layout_dpAP_GPS	25.4	AP	dpAP_GPS for WiFi_Different_Layout
47	Performance	WiFi_Different_Layout_dpAP_GPS@50	50.2	AP	dpAP_GPS@50 for WiFi_Different_Layout
48	Performance	WiFi_Different_Layout_dpAP_GPS@75	24.7	AP	dpAP_GPS@75 for WiFi_Different_Layout
49	Performance	WiFi_Different_Layout_dpAP_GPSm	23.2	AP	dpAP_GPSm for WiFi_Different_Layout
50	Performance	WiFi_Different_Layout_dpAP_GPSm@50	47.4	AP	dpAP_GPSm@50 for WiFi_Different_Layout
51	Performance	WiFi_Different_Layout_dpAP_GPSm@75	26.5	AP	dpAP_GPSm@75 for WiFi_Different_Layout
52	Ablation	Amplitude_Only_AP	39.5	AP	Performance with amplitude only
53	Ablation	Plus_Phase_AP	40.3	AP	Performance adding phase information
54	Ablation	Plus_Keypoints_AP	42.9	AP	Performance adding keypoint supervision
55	Ablation	Final_Model_AP	43.5	AP	Performance with transfer learning
56	Advantages	Through_Walls	Yes	boolean	Can detect through walls and obstacles
57	Advantages	Privacy_Preserving	Yes	boolean	No visual recording required
58	Advantages	Lighting_Independent	Yes	boolean	Works in complete darkness
59	Advantages	Low_Cost	Yes	boolean	Uses standard WiFi equipment
60	Advantages	Real_Time	Yes	boolean	Multiple frames per second
61	Advantages	Multiple_People	Yes	boolean	Can track multiple people simultaneously