Test Video

Match Replay & Skeleton Overlay

VIDEO SIZE

,/. step · ←/→ 5s · Space play

Full AI Analysis

🎯 How accurate is this analysis? AI estimate — tap to learn more ›

CV 360's AI watches every frame to estimate what happened on court. Think of it as a smart coaching assistant, not a precise measuring tool — how accurate it is depends a lot on your footage.

✅ Most reliable

Players detected & court-coverage heatmap
Active-play % and rally count
Overall shot volume & shot mix (soft vs hard)

≈ Treat as estimates

Exact shot labels (serve / dink / drive)
Ball speed (mph) & precise timestamps
Skill / DUPR band — a single-video guess, not an official rating

📹 Get sharper results next time

One steady camera behind the baseline, framing a single court
Use a tripod — avoid shaky or moving shots
Record in the highest resolution you can (1080p or better)
Keep other courts & crowds out of frame; even, bright lighting helps a lot

🏆 Performance Score

Avg Player

Pro Player

You

60 Overall
Score

vs Avg: -5

Footwork

Balance

Shot Accuracy

Reaction Speed

Footwork

▲ 10 vs avg

Balance

▼ 8 vs avg

Shot Acc.

▼ 4 vs avg

Reaction

▼ 18 vs avg

🎯 CV 360 Skill Estimate

Match average 2.5–3.0 Improving Beginner

Player 1 92% confidence

3.0–3.5

Intermediate · score 49/100

Kitchen control 100

Kitchen 86%, transition 10%, baseline 4%.

Shot variety & touch 43

FH 77% / BH 14% / OH 0% / dink 9% over 56 shots.

Reaction speed 32

Avg 1369ms, fastest 630ms over 56 shots.

Footwork & coverage 48

Lateral range 0.38, depth range 0.27.

Biomechanics 0

Insufficient pose data.

Player 2 92% confidence

3.0–3.5

Intermediate · score 45/100

Kitchen control 100

Kitchen 85%, transition 0%, baseline 15%.

Shot variety & touch 20

FH 90% / BH 10% / OH 0% / dink 0% over 61 shots.

Reaction speed 45

Avg 1063ms, fastest 630ms over 28 shots.

Footwork & coverage 39

Lateral range 0.33, depth range 0.18.

Biomechanics 0

Insufficient pose data.

Player 3 90% confidence

3.0–3.5

Intermediate · score 46/100

Kitchen control 100

Kitchen 92%, transition 7%, baseline 1%.

Shot variety & touch 29

FH 71% / BH 29% / OH 0% / dink 0% over 28 shots.

Reaction speed 32

Avg 1283ms, fastest 630ms over 37 shots.

Footwork & coverage 48

Lateral range 0.38, depth range 0.27.

Biomechanics 0

Insufficient pose data.

Player 4 77% confidence

2.5–3.0

Improving Beginner · score 35/100

Kitchen control 65

Kitchen 28%, transition 41%, baseline 31%.

Shot variety & touch 21

FH 89% / BH 11% / OH 0% / dink 0% over 18 shots.

Reaction speed 32

Avg 1459ms, fastest 630ms over 26 shots.

Footwork & coverage 50

Lateral range 0.43, depth range 0.21.

Biomechanics 0

Insufficient pose data.

Heads up: CV 360 Skill Estimate is a per-video heuristic and is not affiliated with DUPR or any official rating body. Real-world DUPR is calculated from match wins and losses against other rated players over time — this number reflects only the on-screen play in this single video. Use it for self-comparison and trend-spotting across your own uploads, not as a substitute for an official rating.

🦴 Body Mapping & Posture Analysis

Skeleton overlay — YOLO11s-Pose 17-keypoint estimation

Player 1

108 shots detected

Needs Improvement

Knee Angle (L)

166°

Knee Angle (R)

160°

Knee Position

Good

Stance Width

Too Wide

Back Alignment

Good

Weight Balance

Unbalanced

⚠ Issues (2)

• Stance too wide

• Weight shifted to one side

💡 Tips to Improve

→ Narrow stance slightly for quicker lateral movement

→ Center your weight evenly over both feet

🏓 Shot Breakdown

Dinks: 15 Drops: 1 Drives: 16 Serves: 4 Returns: 15 Volleys: 57

#	Time	Shot	Velocity
1	0:25	Returns	0.035
2	0:26	Volleys	0.037
3	0:27	Returns	0.016
4	0:27	Returns	0.021
5	0:39	Volleys	0.032
6	0:40	Volleys	0.010
7	0:42	Volleys	0.010
8	0:45	Dinks	0.013
9	0:46	Volleys	0.011
10	0:50	Dinks	0.009
11	0:51	Volleys	0.010
12	0:52	Volleys	0.023
13	0:53	Drives	0.042
14	0:54	Volleys	0.029
15	0:55	Returns	0.015
16	1:09	Dinks	0.010
17	1:09	Volleys	0.016
18	1:10	Volleys	0.015
19	1:10	Volleys	0.014
20	1:21	Volleys	0.021
21	1:22	Drives	0.044
22	1:22	Drives	0.050
23	1:23	Drives	0.046
24	1:24	Volleys	0.023
25	1:28	Dinks	0.014
26	1:31	Volleys	0.022
27	1:33	Volleys	0.024
28	1:39	Drives	0.043
29	1:40	Volleys	0.036
30	1:40	Volleys	0.032
31	2:06	Volleys	0.023
32	2:07	Volleys	0.036
33	2:23	Volleys	0.015
34	2:23	Volleys	0.025
35	2:25	Volleys	0.018
36	2:38	Dinks	0.014
37	2:42	Volleys	0.015
38	2:44	Volleys	0.012
39	2:45	Returns	0.030
40	2:51	Dinks	0.020
41	3:25	Volleys	0.032
42	3:38	Volleys	0.022
43	4:37	Volleys	0.018
44	4:39	Volleys	0.035
45	4:46	Volleys	0.035
46	4:54	Volleys	0.022
47	4:56	Volleys	0.014
48	5:00	Volleys	0.018
49	5:19	Drives	0.049
50	5:36	Volleys	0.032
51	5:46	Volleys	0.022
52	5:47	Volleys	0.017
53	5:53	Volleys	0.014
54	5:58	Drives	0.053
55	5:59	Returns	0.018
56	6:23	Serves	0.022
57	6:38	Returns	0.021
58	6:49	Dinks	0.031
59	6:56	Returns	0.033
60	6:56	Drives	0.049
61	6:58	Drives	0.046
62	6:58	Returns	0.009
63	7:02	Volleys	0.027
64	7:03	Volleys	0.030
65	7:03	Drives	0.042
66	7:16	Dinks	0.011
67	7:17	Volleys	0.009
68	7:55	Volleys	0.030
69	8:29	Volleys	0.023
70	8:34	Volleys	0.020
71	9:15	Dinks	0.021
72	9:35	Volleys	0.038
73	9:50	Dinks	0.011
74	9:51	Returns	0.015
75	10:02	Dinks	0.026
76	10:02	Volleys	0.012
77	10:35	Drives	0.051
78	10:41	Drives	0.063
79	10:42	Volleys	0.011
80	10:47	Volleys	0.010
81	12:18	Volleys	0.019
82	12:33	Dinks	0.019
83	12:46	Drives	0.051
84	12:49	Dinks	0.010
85	13:12	Serves	0.031
86	13:12	Serves	0.026
87	13:13	Serves	0.023
88	13:14	Drives	0.062
89	13:26	Volleys	0.027
90	13:57	Returns	0.034
91	14:04	Volleys	0.015
92	14:04	Volleys	0.014
93	14:50	Drives	0.046
94	15:12	Volleys	0.035
95	15:17	Returns	0.033
96	15:45	Volleys	0.025
97	16:18	Volleys	0.014
98	16:36	Dinks	0.013
99	16:55	Returns	0.036
100	17:07	Returns	0.041

827 frames analyzed

Player 2

66 shots detected

Poor

Knee Angle (L)

169°

Knee Angle (R)

170°

Knee Position

Too Straight

Stance Width

Too Wide

Back Alignment

Good

Weight Balance

Unbalanced

⚠ Issues (3)

• Knees too straight / locked

• Stance too wide

• Weight shifted to one side

💡 Tips to Improve

→ Bend knees more — aim for 130–160° for an athletic ready position

→ Narrow stance slightly for quicker lateral movement

→ Center your weight evenly over both feet

🏓 Shot Breakdown

Dinks: 4 Drives: 3 Volleys: 59

#	Time	Shot	Velocity
1	0:03	Volleys	0.010
2	0:09	Volleys	0.012
3	0:29	Volleys	0.010
4	0:38	Volleys	0.011
5	0:43	Volleys	0.011
6	1:00	Volleys	0.020
7	1:01	Volleys	0.018
8	1:19	Volleys	0.014
9	1:21	Drives	0.040
10	1:24	Volleys	0.014
11	2:12	Drives	0.044
12	2:14	Volleys	0.009
13	2:26	Dinks	0.026
14	2:42	Volleys	0.026
15	2:43	Volleys	0.015
16	2:45	Volleys	0.013
17	2:55	Volleys	0.020
18	2:56	Volleys	0.014
19	2:59	Volleys	0.009
20	3:22	Volleys	0.034
21	3:45	Volleys	0.011
22	4:01	Volleys	0.009
23	4:02	Volleys	0.010
24	5:15	Volleys	0.034
25	5:54	Volleys	0.038
26	5:56	Volleys	0.014
27	5:59	Volleys	0.013
28	6:29	Volleys	0.015
29	6:31	Volleys	0.020
30	6:41	Volleys	0.014
31	6:44	Volleys	0.010
32	6:55	Volleys	0.020
33	7:47	Volleys	0.016
34	8:36	Volleys	0.029
35	8:59	Volleys	0.026
36	9:00	Volleys	0.012
37	9:11	Volleys	0.039
38	9:12	Drives	0.042
39	9:52	Volleys	0.011
40	10:11	Volleys	0.018
41	10:32	Volleys	0.009
42	10:33	Volleys	0.023
43	10:33	Volleys	0.019
44	10:42	Volleys	0.036
45	10:43	Volleys	0.035
46	11:43	Volleys	0.018
47	11:45	Volleys	0.013
48	11:46	Dinks	0.012
49	11:59	Volleys	0.009
50	12:01	Volleys	0.025
51	12:22	Volleys	0.016
52	12:26	Volleys	0.009
53	12:31	Volleys	0.011
54	13:15	Volleys	0.022
55	13:16	Volleys	0.034
56	13:23	Volleys	0.011
57	13:56	Volleys	0.010
58	14:13	Dinks	0.024
59	15:22	Volleys	0.023
60	15:50	Volleys	0.016
61	16:32	Volleys	0.031
62	16:33	Volleys	0.010
63	16:59	Volleys	0.016
64	17:28	Volleys	0.026
65	17:39	Dinks	0.031
66	17:41	Volleys	0.014

556 frames analyzed

Player 3

59 shots detected

Needs Improvement

Knee Angle (L)

165°

Knee Angle (R)

168°

Knee Position

Good

Stance Width

Too Wide

Back Alignment

Good

Weight Balance

Unbalanced

⚠ Issues (2)

• Stance too wide

• Weight shifted to one side

💡 Tips to Improve

→ Narrow stance slightly for quicker lateral movement

→ Center your weight evenly over both feet

🏓 Shot Breakdown

Dinks: 8 Drives: 10 Returns: 5 Volleys: 36

#	Time	Shot	Velocity
1	0:39	Volleys	0.020
2	0:44	Volleys	0.018
3	0:51	Volleys	0.014
4	1:42	Drives	0.058
5	1:43	Drives	0.052
6	1:43	Volleys	0.015
7	1:46	Volleys	0.013
8	2:07	Drives	0.058
9	2:16	Volleys	0.021
10	2:44	Volleys	0.032
11	2:51	Returns	0.025
12	2:58	Volleys	0.035
13	3:34	Volleys	0.015
14	3:50	Dinks	0.014
15	3:56	Volleys	0.020
16	3:56	Returns	0.016
17	4:04	Volleys	0.039
18	4:40	Volleys	0.015
19	4:47	Volleys	0.022
20	4:51	Volleys	0.025
21	4:55	Volleys	0.031
22	5:08	Volleys	0.014
23	5:30	Volleys	0.017
24	5:42	Dinks	0.014
25	5:43	Volleys	0.013
26	5:57	Volleys	0.024
27	6:12	Volleys	0.026
28	6:13	Volleys	0.022
29	6:13	Dinks	0.020
30	6:32	Volleys	0.020
31	6:45	Drives	0.042
32	6:54	Volleys	0.026
33	7:11	Volleys	0.019
34	8:09	Dinks	0.022
35	8:31	Returns	0.017
36	8:33	Returns	0.026
37	8:35	Drives	0.049
38	8:36	Dinks	0.016
39	9:08	Volleys	0.038
40	9:18	Volleys	0.014
41	9:52	Drives	0.046
42	10:00	Volleys	0.033
43	10:03	Drives	0.048
44	10:06	Volleys	0.037
45	10:07	Volleys	0.022
46	10:08	Volleys	0.020
47	10:39	Volleys	0.039
48	11:03	Dinks	0.020
49	12:45	Volleys	0.011
50	12:45	Dinks	0.014
51	13:16	Drives	0.041
52	13:18	Drives	0.048
53	14:05	Volleys	0.014
54	15:54	Volleys	0.011
55	16:07	Returns	0.027
56	16:08	Dinks	0.025
57	17:01	Drives	0.046
58	17:44	Volleys	0.027
59	17:48	Volleys	0.012

863 frames analyzed

Player 4

56 shots detected

Needs Improvement

Knee Angle (L)

163°

Knee Angle (R)

167°

Knee Position

Good

Stance Width

Too Wide

Back Alignment

Good

Weight Balance

Unbalanced

⚠ Issues (2)

• Stance too wide

• Weight shifted to one side

💡 Tips to Improve

→ Narrow stance slightly for quicker lateral movement

→ Center your weight evenly over both feet

🏓 Shot Breakdown

Drops: 1 Drives: 10 Serves: 20 Returns: 16 Volleys: 9

#	Time	Shot	Velocity
1	1:00	Returns	0.025
2	1:28	Serves	0.029
3	2:02	Volleys	0.024
4	2:15	Serves	0.017
5	2:57	Serves	0.012
6	4:03	Serves	0.031
7	4:03	Serves	0.044
8	5:00	Serves	0.046
9	5:18	Serves	0.019
10	5:19	Returns	0.026
11	5:27	Serves	0.031
12	5:36	Serves	0.036
13	5:55	Serves	0.041
14	6:10	Drives	0.059
15	6:11	Returns	0.021
16	6:11	Volleys	0.015
17	6:23	Returns	0.038
18	6:37	Returns	0.035
19	6:44	Drives	0.052
20	6:54	Returns	0.027
21	7:01	Volleys	0.010
22	7:18	Returns	0.011
23	8:05	Serves	0.035
24	8:57	Drives	0.057
25	9:02	Drives	0.057
26	10:04	Returns	0.017
27	10:05	Volleys	0.029
28	10:28	Drives	0.062
29	10:34	Drives	0.062
30	10:40	Returns	0.020
31	10:40	Drives	0.060
32	10:48	Serves	0.024
33	12:00	Returns	0.031
34	12:19	Returns	0.034
35	12:26	Serves	0.021
36	13:02	Volleys	0.016
37	13:17	Serves	0.029
38	13:26	Returns	0.014
39	13:46	Drives	0.059
40	13:50	Volleys	0.012
41	13:55	Drops	0.025
42	14:09	Serves	0.023
43	15:10	Serves	0.021
44	15:11	Volleys	0.024
45	15:38	Returns	0.036
46	15:39	Serves	0.029
47	15:44	Returns	0.029
48	15:53	Serves	0.050
49	16:17	Volleys	0.024
50	16:17	Volleys	0.024
51	16:43	Returns	0.031
52	16:44	Drives	0.056
53	16:55	Serves	0.020
54	16:58	Returns	0.045
55	17:42	Drives	0.067
56	18:03	Serves	0.045

194 frames analyzed

Total keypoint detections: 2440

🏋 Biomechanical Analysis

🦵 Knee Angles

77.8°

Min

165.8°

Avg

180°

Max

Ready Position (130–170°)50.6%

Deep Bend (<130°)1.9%

Nearly Straight (>170°)47.4%

💪 Elbow / Arm Flex

Left Elbow

138.6°

0.6° – 180°

Right Elbow

143.2°

0.1° – 180°

Compact (<90°): tight backswing/follow-through
Active (90–145°): engaged hitting arm
Extended (>145°): full arm extension on drives

📏 Arm Reach & Stance

Arm Reach (relative to frame height)

0.001

Min

0.054

Avg

0.238

Max

Peak reach indicates overhead/drive shots; low reach = compact dinks

Stance Width Ratio (ankle/shoulder)

1.95

Avg Ratio

0.1 – 4.99

Range

Ideal: 1.0–1.6 (shoulder-width+ stance for CV 360)

Per-Player Arm Mechanics

Player 1

Elbow: 145° (Active)

Arm reach: 0.061 (Compact)

Player 2

Elbow: 143.8° (Active)

Arm reach: 0.038 (Compact)

Player 3

Elbow: 137.3° (Active)

Arm reach: 0.053 (Compact)

Player 4

Elbow: 129.6° (Active)

Arm reach: 0.074 (Compact)

🕐 Shot Events Timeline

289 Total Events

~1 mph Avg Wrist Speed

~3 mph Peak Wrist Speed

0 Burst Shots

Dinks

Drops

Drives

Serves

Returns

Volleys

161

Event Log

00:03 Volleys Dink ~0mph P1 ▶

00:09 Volleys Dink ~0mph P1 ▶

00:25 Returns Soft ~1mph P2 ▶

00:26 Volleys Soft ~1mph P2 ▶

00:27 Returns Dink ~0mph P2 ▶

00:27 Returns Dink ~1mph P2 ▶

00:29 Volleys Dink ~0mph P1 ▶

00:38 Volleys Dink ~0mph P1 ▶

00:39 Volleys Dink ~1mph P2 ▶

00:39 Volleys Dink ~1mph P3 ▶

00:40 Volleys Dink ~0mph P2 ▶

00:42 Volleys Dink ~0mph P2 ▶

00:43 Volleys Dink ~0mph P1 ▶

00:44 Volleys Dink ~1mph P3 ▶

00:45 Dinks Dink ~0mph P2 ▶

00:46 Volleys Dink ~0mph P2 ▶

00:50 Dinks Dink ~0mph P2 ▶

00:51 Volleys Dink ~0mph P2 ▶

00:51 Volleys Dink ~0mph P3 ▶

00:52 Volleys Dink ~1mph P2 ▶

00:53 Drives Soft ~1mph P2 ▶

00:54 Volleys Dink ~1mph P2 ▶

00:55 Returns Dink ~0mph P2 ▶

01:00 Volleys Dink ~1mph P1 ▶

01:00 Returns Dink ~1mph P4 ▶

01:01 Volleys Dink ~1mph P1 ▶

01:09 Dinks Dink ~0mph P2 ▶

01:09 Volleys Dink ~0mph P2 ▶

01:10 Volleys Dink ~0mph P2 ▶

01:19 Volleys Dink ~0mph P1 ▶

01:21 Volleys Dink ~1mph P2 ▶

01:21 Drives Soft ~1mph P1 ▶

01:22 Drives Soft ~1mph P2 ▶

01:23 Drives Soft ~1mph P2 ▶

01:24 Volleys Dink ~0mph P1 ▶

01:24 Volleys Dink ~1mph P2 ▶

01:28 Serves Dink ~1mph P4 ▶

01:28 Dinks Dink ~0mph P2 ▶

01:31 Volleys Dink ~1mph P2 ▶

01:33 Volleys Dink ~1mph P2 ▶

01:39 Drives Soft ~1mph P2 ▶

01:40 Volleys Soft ~1mph P2 ▶

01:40 Volleys Dink ~1mph P2 ▶

01:42 Drives Soft ~2mph P3 ▶

01:43 Drives Soft ~1mph P3 ▶

01:43 Volleys Dink ~0mph P3 ▶

01:46 Volleys Dink ~0mph P3 ▶

02:02 Volleys Dink ~1mph P4 ▶

02:06 Volleys Dink ~1mph P2 ▶

02:07 Drives Soft ~2mph P3 ▶

02:07 Volleys Soft ~1mph P2 ▶

02:12 Drives Soft ~1mph P1 ▶

02:14 Volleys Dink ~0mph P1 ▶

02:15 Serves Dink ~0mph P4 ▶

02:16 Volleys Dink ~1mph P3 ▶

02:23 Volleys Dink ~0mph P2 ▶

02:23 Volleys Dink ~1mph P2 ▶

02:25 Volleys Dink ~1mph P2 ▶

02:26 Dinks Dink ~1mph P1 ▶

02:38 Dinks Dink ~0mph P2 ▶

02:42 Volleys Dink ~1mph P1 ▶

02:42 Volleys Dink ~0mph P2 ▶

02:43 Volleys Dink ~0mph P1 ▶

02:44 Volleys Dink ~1mph P3 ▶

02:44 Volleys Dink ~0mph P2 ▶

02:45 Returns Dink ~1mph P2 ▶

02:45 Volleys Dink ~0mph P1 ▶

02:51 Dinks Dink ~1mph P2 ▶

02:51 Returns Dink ~1mph P3 ▶

02:55 Volleys Dink ~1mph P1 ▶

02:56 Volleys Dink ~0mph P1 ▶

02:57 Serves Dink ~0mph P4 ▶

02:58 Volleys Soft ~1mph P3 ▶

02:59 Volleys Dink ~0mph P1 ▶

03:22 Volleys Dink ~1mph P1 ▶

03:25 Volleys Dink ~1mph P2 ▶

03:34 Volleys Dink ~0mph P3 ▶

03:38 Volleys Dink ~1mph P2 ▶

03:45 Volleys Dink ~0mph P1 ▶

03:50 Dinks Dink ~0mph P3 ▶

03:56 Volleys Dink ~1mph P3 ▶

03:56 Returns Dink ~0mph P3 ▶

04:01 Volleys Dink ~0mph P1 ▶

04:02 Volleys Dink ~0mph P1 ▶

04:03 Serves Dink ~1mph P4 ▶

04:03 Serves Soft ~1mph P4 ▶

04:04 Volleys Soft ~1mph P3 ▶

04:37 Volleys Dink ~1mph P2 ▶

04:39 Volleys Soft ~1mph P2 ▶

04:40 Volleys Dink ~0mph P3 ▶

04:46 Volleys Soft ~1mph P2 ▶

04:47 Volleys Dink ~1mph P3 ▶

04:51 Volleys Dink ~1mph P3 ▶

04:54 Volleys Dink ~1mph P2 ▶

04:55 Volleys Dink ~1mph P3 ▶

04:56 Volleys Dink ~0mph P2 ▶

05:00 Serves Soft ~1mph P4 ▶

05:00 Volleys Dink ~1mph P2 ▶

05:08 Volleys Dink ~0mph P3 ▶

05:15 Volleys Dink ~1mph P1 ▶

05:18 Serves Dink ~1mph P4 ▶

05:19 Returns Dink ~1mph P4 ▶

05:19 Drives Soft ~1mph P2 ▶

05:27 Serves Dink ~1mph P4 ▶

05:30 Volleys Dink ~0mph P3 ▶

05:36 Serves Soft ~1mph P4 ▶

05:36 Volleys Dink ~1mph P2 ▶

05:42 Dinks Dink ~0mph P3 ▶

05:43 Volleys Dink ~0mph P3 ▶

05:46 Volleys Dink ~1mph P2 ▶

05:47 Volleys Dink ~0mph P2 ▶

05:53 Volleys Dink ~0mph P2 ▶

05:54 Volleys Soft ~1mph P1 ▶

05:55 Serves Soft ~1mph P4 ▶

05:56 Volleys Dink ~0mph P1 ▶

05:57 Volleys Dink ~1mph P3 ▶

05:58 Drives Soft ~1mph P2 ▶

05:59 Returns Dink ~1mph P2 ▶

05:59 Volleys Dink ~0mph P1 ▶

06:10 Drives Soft ~2mph P4 ▶

06:11 Returns Dink ~1mph P4 ▶

06:11 Volleys Dink ~0mph P4 ▶

06:12 Volleys Dink ~1mph P3 ▶

06:13 Volleys Dink ~1mph P3 ▶

06:13 Dinks Dink ~1mph P3 ▶

06:23 Returns Soft ~1mph P4 ▶

06:23 Serves Dink ~1mph P2 ▶

06:29 Volleys Dink ~0mph P1 ▶

06:31 Volleys Dink ~1mph P1 ▶

06:32 Volleys Dink ~1mph P3 ▶

06:37 Returns Soft ~1mph P4 ▶

06:38 Returns Dink ~1mph P2 ▶

06:41 Volleys Dink ~0mph P1 ▶

06:44 Volleys Dink ~0mph P1 ▶

06:44 Drives Soft ~1mph P4 ▶

06:45 Drives Soft ~1mph P3 ▶

06:49 Dinks Dink ~1mph P2 ▶

06:54 Volleys Dink ~1mph P3 ▶

06:54 Returns Dink ~1mph P4 ▶

06:55 Volleys Dink ~1mph P1 ▶

06:56 Returns Dink ~1mph P2 ▶

06:56 Drives Soft ~1mph P2 ▶

06:58 Drives Soft ~1mph P2 ▶

06:58 Returns Dink ~0mph P2 ▶

07:01 Volleys Dink ~0mph P4 ▶

07:02 Volleys Dink ~1mph P2 ▶

07:03 Volleys Dink ~1mph P2 ▶

07:03 Drives Soft ~1mph P2 ▶

07:11 Volleys Dink ~1mph P3 ▶

07:16 Dinks Dink ~0mph P2 ▶

07:17 Volleys Dink ~0mph P2 ▶

07:18 Returns Dink ~0mph P4 ▶

07:47 Volleys Dink ~0mph P1 ▶

07:55 Volleys Dink ~1mph P2 ▶

08:05 Serves Soft ~1mph P4 ▶

08:09 Dinks Dink ~1mph P3 ▶

08:29 Volleys Dink ~1mph P2 ▶

08:31 Returns Dink ~0mph P3 ▶

08:33 Returns Dink ~1mph P3 ▶

08:34 Volleys Dink ~1mph P2 ▶

08:35 Drives Soft ~1mph P3 ▶

08:36 Volleys Dink ~1mph P1 ▶

08:36 Dinks Dink ~0mph P3 ▶

08:57 Drives Soft ~2mph P4 ▶

08:59 Volleys Dink ~1mph P1 ▶

09:00 Volleys Dink ~0mph P1 ▶

09:02 Drives Soft ~2mph P4 ▶

09:08 Volleys Soft ~1mph P3 ▶

09:11 Volleys Soft ~1mph P1 ▶

09:12 Drives Soft ~1mph P1 ▶

09:15 Dinks Dink ~1mph P2 ▶

09:18 Volleys Dink ~0mph P3 ▶

09:35 Volleys Soft ~1mph P2 ▶

09:50 Dinks Dink ~0mph P2 ▶

09:51 Returns Dink ~0mph P2 ▶

09:52 Volleys Dink ~0mph P1 ▶

09:52 Drives Soft ~1mph P3 ▶

10:00 Volleys Dink ~1mph P3 ▶

10:02 Dinks Dink ~1mph P2 ▶

10:02 Volleys Dink ~0mph P2 ▶

10:03 Drives Soft ~1mph P3 ▶

10:04 Returns Dink ~0mph P4 ▶

10:05 Volleys Dink ~1mph P4 ▶

10:06 Volleys Soft ~1mph P3 ▶

10:07 Volleys Dink ~1mph P3 ▶

10:08 Volleys Dink ~1mph P3 ▶

10:11 Volleys Dink ~1mph P1 ▶

10:28 Drives Soft ~2mph P4 ▶

10:32 Volleys Dink ~0mph P1 ▶

10:33 Volleys Dink ~1mph P1 ▶

10:34 Drives Soft ~2mph P4 ▶

10:35 Drives Soft ~1mph P2 ▶

10:39 Volleys Soft ~1mph P3 ▶

10:40 Returns Dink ~1mph P4 ▶

10:40 Drives Soft ~2mph P4 ▶

10:41 Drives Soft ~2mph P2 ▶

10:42 Volleys Soft ~1mph P1 ▶

📍 Player Court Positioning

Player 1

Center Court cx: 0.429

0.381

Lateral Range

827

Frames Tracked

Player 2

Center Court cx: 0.511

0.328

Lateral Range

556

Frames Tracked

Player 3

Center Court cx: 0.575

0.38

Lateral Range

863

Frames Tracked

Player 4

Center Court cx: 0.621

0.43

Lateral Range

194

Frames Tracked

Court View — Top Down (2D)

Far baseline

Net

Near baseline

Left sidelineRight sideline

🎬 Scene Analysis

Detected video segments based on player presence and activity level

👥

00:00 – 00:24 Active Play 24.1s • 3 player(s)

▶

⏸

00:26 – 00:37 Transition 11.4s • 0 player(s)

▶

👥

00:38 – 00:55 Active Play 17.1s • 2 player(s)

▶

⏸

00:55 – 00:59 Transition 3.8s • 0 player(s)

▶

👥

01:00 – 01:05 Active Play 5.7s • 2 player(s)

▶

⏸

01:06 – 01:09 Transition 3.2s • 0 player(s)

▶

👥

01:10 – 01:24 Active Play 14.6s • 2 player(s)

▶

⏸

01:25 – 01:28 Transition 2.5s • 0 player(s)

▶

👥

01:28 – 01:30 Active Play 1.9s • 2 player(s)

▶

⏸

01:31 – 01:39 Transition 8.2s • 0 player(s)

▶

👥

01:40 – 02:11 Active Play 31s • 2 player(s)

▶

⏸

02:11 – 02:14 Transition 3.2s • 0 player(s)

▶

👥

02:15 – 02:38 Active Play 22.8s • 2 player(s)

▶

⏸

02:39 – 02:43 Transition 4.4s • 0 player(s)

▶

👥

02:44 – 03:01 Active Play 17.1s • 3 player(s)

▶

⏸

03:01 – 03:06 Transition 5s • 0 player(s)

▶

👥

03:07 – 03:12 Active Play 5s • 2 player(s)

▶

⏸

03:13 – 03:22 Transition 9.5s • 0 player(s)

▶

👥

03:23 – 03:24 Active Play 1.3s • 2 player(s)

▶

⏸

03:25 – 03:31 Transition 6.3s • 0 player(s)

▶

👥

03:32 – 03:48 Active Play 16.4s • 2 player(s)

▶

⏸

03:49 – 03:53 Transition 3.8s • 0 player(s)

▶

👥

03:53 – 03:56 Active Play 3.2s • 2 player(s)

▶

⏸

03:57 – 04:02 Transition 5.1s • 0 player(s)

▶

👥

04:03 – 04:51 Active Play 48.1s • 2 player(s)

▶

⏸

04:52 – 04:55 Transition 3.1s • 0 player(s)

▶

👥

04:55 – 04:57 Active Play 1.2s • 2 player(s)

▶

⏸

04:57 – 04:59 Transition 1.9s • 0 player(s)

▶

👥

05:00 – 05:14 Active Play 13.9s • 2 player(s)

▶

⏸

05:14 – 05:18 Transition 3.8s • 0 player(s)

▶

👥

05:19 – 05:24 Active Play 5.7s • 2 player(s)

▶

⏸

05:25 – 05:31 Transition 5.7s • 0 player(s)

▶

👥

05:31 – 05:33 Active Play 1.2s • 2 player(s)

▶

⏸

05:33 – 05:36 Transition 2.5s • 0 player(s)

▶

👥

05:36 – 05:53 Active Play 16.5s • 2 player(s)

▶

⏸

05:54 – 05:57 Transition 3.2s • 0 player(s)

▶

👥

05:57 – 06:01 Active Play 3.8s • 2 player(s)

▶

⏸

06:02 – 06:18 Transition 16.4s • 0 player(s)

▶

👥

06:19 – 06:23 Active Play 4.4s • 2 player(s)

▶

⏸

06:24 – 06:33 Transition 8.9s • 0 player(s)

▶

👥

06:33 – 06:38 Active Play 4.5s • 2 player(s)

▶

⏸

06:39 – 06:44 Transition 5.1s • 0 player(s)

▶

👥

06:46 – 10:45 Active Play 239.4s • 3 player(s)

▶

⏸

10:46 – 10:47 Transition 1.9s • 0 player(s)

▶

👥

10:48 – 11:14 Active Play 26s • 2 player(s)

▶

⏸

11:15 – 11:52 Transition 37.4s • 0 player(s)

▶

👥

11:53 – 11:55 Active Play 2.6s • 2 player(s)

▶

⏸

11:57 – 12:00 Transition 2.5s • 0 player(s)

▶

👥

12:02 – 12:21 Active Play 19s • 2 player(s)

▶

⏸

12:22 – 12:25 Transition 3.1s • 0 player(s)

▶

👥

12:26 – 12:34 Active Play 8.2s • 2 player(s)

▶

⏸

12:34 – 12:36 Transition 1.3s • 0 player(s)

▶

👥

12:36 – 12:57 Active Play 20.9s • 2 player(s)

▶

⏸

12:58 – 13:01 Transition 3.1s • 0 player(s)

▶

👥

13:02 – 13:24 Active Play 22.1s • 3 player(s)

▶

⏸

13:25 – 13:26 Transition 1.2s • 0 player(s)

▶

👥

13:26 – 13:39 Active Play 12.6s • 2 player(s)

▶

⏸

13:40 – 13:45 Transition 5.7s • 0 player(s)

▶

👥

13:46 – 14:09 Active Play 22.8s • 2 player(s)

▶

⏸

14:09 – 14:17 Transition 7.6s • 0 player(s)

▶

👥

14:18 – 14:23 Active Play 5.7s • 2 player(s)

▶

⏸

14:24 – 14:27 Transition 3.2s • 0 player(s)

▶

👥

14:28 – 14:46 Active Play 18.4s • 2 player(s)

▶

⏸

14:47 – 14:49 Transition 2.5s • 0 player(s)

▶

👥

14:50 – 15:05 Active Play 15.2s • 2 player(s)

▶

⏸

15:06 – 15:12 Transition 5.7s • 0 player(s)

▶

👥

15:12 – 15:15 Active Play 3.2s • 2 player(s)

▶

⏸

15:16 – 15:25 Transition 9.5s • 0 player(s)

▶

👥

15:26 – 15:39 Active Play 12.6s • 2 player(s)

▶

⏸

15:39 – 15:44 Transition 5s • 0 player(s)

▶

👥

15:45 – 15:50 Active Play 5s • 2 player(s)

▶

⏸

15:51 – 15:53 Transition 1.9s • 0 player(s)

▶

👥

15:55 – 16:59 Active Play 63.9s • 3 player(s)

▶

⏸

16:59 – 17:07 Transition 8.2s • 0 player(s)

▶

👥

17:08 – 17:19 Active Play 10.8s • 2 player(s)

▶

⏸

17:19 – 17:25 Transition 5.1s • 0 player(s)

▶

👥

17:25 – 17:33 Active Play 8.3s • 2 player(s)

▶

⏸

17:34 – 17:42 Transition 7.6s • 0 player(s)

▶

👥

17:42 – 17:49 Active Play 7s • 2 player(s)

▶

⏸

17:50 – 18:04 Transition 14s • 0 player(s)

▶

👥

18:04 – 18:09 Active Play 4.4s • 2 player(s)

▶

⏸

18:10 – 18:16 Transition 6.9s • 0 player(s)

▶

👥

18:17 – 18:36 Active Play 19s • 2 player(s)

▶

⏸

18:37 – 19:25 Transition 48.1s • 0 player(s)

▶

Active play time: 806.6s (69%)

Segments detected: 84

👥 Players Detected

Player 1

Team A 86% conf.

Player 2

Team A 67% conf.

Player 3

Team B 86% conf.

Player 4

Team B 89% conf.

🏓 Shot Analysis

289Total Shots

0.093Max Velocity

0Burst Shots

Dinks

Drops

Drives

Serves

Returns

Volleys

161

Wrist speed analysis (est.): Avg ~1 mph · Peak ~3 mph · 0 burst shots (wrist speed, not ball speed — approx.)

🎯 3D Shot Viewer

Interactive 3D court visualization — drag to rotate · scroll to zoom · click a preset to snap to a view angle.

Legend

Shot Trajectories

Dinks

Drives

Serves

Returns

Volleys

Drops

Court Markers

Ball Positions — Each dot = one detected ball location across the match

Player 1 / P3 — Average court position (cylinder)

Player 2 / P4 — Average court position (cylinder)

Net — Centre divider at 34″ height

Kitchen Line — No-volley zone boundary (7 ft from net)

🖱 Drag to rotate · Scroll to zoom

📊 Match Timeline

0:00 9:42 19:25

Active Rally Highlight Serve Dink Drive Return Volley Drop — click to seek

⚡ Auto Highlights

Highlight 00:25

Rally #2

22 shots · 58 active frames

Download (4.53s)

Highlight 05:52

Rally #12

14 shots · 43 active frames

Download (4.53s)

Highlight 16:29

Rally #39

12 shots · 65 active frames

Download (4.53s)

Highlight 17:18

Rally #40

10 shots · 44 active frames

Download (4.53s)

Highlight 06:54

Rally #15

10 shots · 16 active frames

Download (4.53s)

Highlight 10:38

Rally #24

9 shots · 18 active frames

Download (4.53s)

Highlight 10:26

Rally #23

6 shots · 18 active frames

Download (4.53s)

Highlight 06:37

Rally #14

6 shots · 16 active frames

Download (4.53s)

Highlight 08:27

Rally #17

7 shots · 17 active frames

Download (4.53s)

Highlight 13:55

Rally #32

6 shots · 19 active frames

Download (4.53s)

Click a card to jump to that moment in the video above ↑

🗺 Performance Heatmaps

Movement Density

🔥 Heat 🛣 Trails 🎾 Bounces

Low

High activity

Click a player chip to isolate · hover any spot for stats

Tactical Insights

56% Volleys was the most used shot — 56% of all shot events

10% of shots were kitchen shots (dinks + drops) — room to improve kitchen game

58% Active play rate — video time spent in active rallies

6/6 Shot variety — 6 different shot types detected — excellent tactical range

3.3/min Rally frequency — 3.3 rallies per minute of video

0% of detected players showed good posture (0 of 4)

⚡ Ball Speed Analytics

Peak Speed

37.3mph

60 km/h

Average Speed

20.6mph

33.1 km/h

Velocity Samples

992

measured ball moves

Scale Source

🎯 Court-calibrated

Using auto-detected court geometry — highest accuracy.

🏠 Court Zone Dwell Time

Player 1

far-side

85.1%

14.9%

Kitchen 85.1% Transition 0% Baseline 14.9%

🏆 Strong kitchen presence

Player 2

near-side

85.9%

10.5%

Kitchen 85.9% Transition 10.5% Baseline 3.6%

🏆 Strong kitchen presence

Player 3

near-side

92.1%

Kitchen 92.1% Transition 7.1% Baseline 0.8%

🏆 Strong kitchen presence

Player 4

near-side

27.8%

41.2%

30.9%

Kitchen 27.8% Transition 41.2% Baseline 30.9%

✅ Healthy kitchen engagement

🎾 Rally Analytics

Total Rallies

3.7

Avg Shots / Rally

2.3s

Avg Duration

Longest (shots)

8.87s

Longest (time)

#	Start	Duration	Shots	Players
1	00:25	3.8s	5	P1P2
2	00:38	8.87s	9	P1P2P3
3	00:50	5.07s	7	P2P3
4	01:00	1.26s	3	P1P4
5	01:09	1.9s	4	P2
6	01:19	5.07s	8	P1P2
7	01:28	0.64s	2	P2P4
8	01:31	1.9s	2	P2
9	01:39	4.44s	6	P2P3
10	02:06	1.26s	3	P2P3
11	02:14	1.27s	3	P1P3P4
12	02:23	3.17s	4	P1P2
13	02:42	3.8s	7	P1P2P3
14	02:51	0.63s	2	P2P3
15	02:55	3.8s	5	P1P3P4
16	03:56	0.64s	2	P3
17	04:01	2.54s	5	P1P3P4
18	04:39	0.64s	2	P2P3
19	04:46	0.63s	2	P2P3
20	04:54	1.9s	3	P2P3
21	05:00	0.63s	2	P2P4
22	05:18	1.26s	3	P2P4
23	05:36	0.63s	2	P2P4
24	05:42	0.64s	2	P3
25	05:46	0.64s	2	P2
26	05:53	6.33s	8	P1P2P3P4
27	06:10	3.17s	6	P3P4
28	06:23	0.63s	2	P2P4
29	06:29	3.17s	3	P1P3
30	06:37	0.64s	2	P2P4
31	06:44	1.26s	3	P1P3P4
32	06:54	4.43s	7	P1P2P3P4
33	07:01	2.53s	4	P2P4
34	07:16	2.53s	3	P2P4
35	08:29	7.6s	7	P1P2P3
36	08:57	4.43s	4	P1P4
37	09:11	0.64s	2	P1
38	09:50	1.9s	4	P1P2P3
39	10:00	7.6s	9	P2P3P4
40	10:32	2.53s	5	P1P2P4
41	10:39	3.8s	7	P1P2P3P4
42	10:47	0.63s	2	P2P4
43	11:43	2.54s	3	P1
44	11:59	1.9s	3	P1P4
45	12:18	0.63s	2	P2P4
46	12:26	0.63s	2	P1P4
47	12:31	1.9s	2	P1P2
48	12:45	1.26s	3	P2P3
49	13:12	5.7s	9	P1P2P3P4
50	13:26	0.64s	2	P2P4

⏱ Reaction Time Analysis

Player 1

28 samples

1063ms

Avg response

630

fastest

640

median

3160

slowest

✅ Strong reaction

Player 2

56 samples

1369ms

Avg response

630

fastest

950

median

3170

slowest

➖ Average reaction

Player 3

37 samples

1283ms

Avg response

630

fastest

640

median

3170

slowest

➖ Average reaction

Player 4

26 samples

1459ms

Avg response

630

fastest

1260

median

3170

slowest

➖ Average reaction

🤚 Swing Distribution

Player 1

61 swings analyzed

90.2%

9.8%

Forehand 55 (90.2%) Backhand 6 (9.8%) Overhead 0 (0%) Dink/Low 0 (0%)

🤚 Heavy forehand bias — train backhand

Player 2

56 swings analyzed

76.8%

14.3%

8.9%

Forehand 43 (76.8%) Backhand 8 (14.3%) Overhead 0 (0%) Dink/Low 5 (8.9%)

🤚 Heavy forehand bias — train backhand

Player 3

28 swings analyzed

71.4%

28.6%

Forehand 20 (71.4%) Backhand 8 (28.6%) Overhead 0 (0%) Dink/Low 0 (0%)

🤚 Heavy forehand bias — train backhand

Player 4

18 swings analyzed

88.9%

11.1%

Forehand 16 (88.9%) Backhand 2 (11.1%) Overhead 0 (0%) Dink/Low 0 (0%)

🤚 Heavy forehand bias — train backhand

🎯 Error Analysis

In Bounds

197

on the court

Out of Bounds

unforced errors

Error Rate

21.2%

of total bounces

Tracked Bounces

250

across the match

⚠ Moderate errors — focus on shot placement drills

Where errors landed

Edge

21 errors

Beyond Near Baseline

8 errors

Right Sideline

1 errors

🕵️ Opponent Scouting Report 4 players ▼

Per-Player Tactical Summary

Player 1

Center Court

🎯Dominant ShotForehand

↔️Lateral TendencyCenter court

↕️Depth TendencyMid-court

⚠️

Weakness to Exploit

Weak backhand wing — pressure their backhand side

"Player 1 owned the kitchen (85.9% NVZ dwell) from center court — strong net pressure. Swing mix across 56 shots: forehand 76.8%, backhand 14.3%, overhead 0%, dink 8.9%. 🤚 Heavy forehand bias — train backhand Heavy forehand reliance — opponents will target the backhand wing. Drill cross-court backhand dinks. Reaction: avg 1369ms (fastest 630ms over 56 shots). ➖ Average reaction"

Player 2

Center Court

🎯Dominant ShotForehand

↔️Lateral TendencyCenter court

↕️Depth TendencyMid-court

⚠️

Weakness to Exploit

Weak backhand wing — pressure their backhand side

"Player 2 owned the kitchen (85.1% NVZ dwell) from center court — strong net pressure. Swing mix across 61 shots: forehand 90.2%, backhand 9.8%, overhead 0%, dink 0%. 🤚 Heavy forehand bias — train backhand Heavy forehand reliance — opponents will target the backhand wing. Drill cross-court backhand dinks. Reaction: avg 1063ms (fastest 630ms over 28 shots). ✅ Strong reaction"

Player 3

Center Court

🎯Dominant ShotForehand

↔️Lateral TendencyCenter court

↕️Depth TendencyMid-court

⚠️

Weakness to Exploit

Weak backhand wing — pressure their backhand side

"Player 3 owned the kitchen (92.1% NVZ dwell) from center court — strong net pressure. Swing mix across 28 shots: forehand 71.4%, backhand 28.6%, overhead 0%, dink 0%. 🤚 Heavy forehand bias — train backhand Reaction: avg 1283ms (fastest 630ms over 37 shots). ➖ Average reaction"

Player 4

Center Court

🎯Dominant ShotForehand

↔️Lateral TendencyStays right

↕️Depth TendencyMid-court

⚠️

Weakness to Exploit

Weak backhand wing — pressure their backhand side

"Player 4 (Center Court): balanced court positioning — kitchen 27.8%, baseline 30.9%. Swing mix across 18 shots: forehand 88.9%, backhand 11.1%, overhead 0%, dink 0%. 🤚 Heavy forehand bias — train backhand Heavy forehand reliance — opponents will target the backhand wing. Drill cross-court backhand dinks. Reaction: avg 1459ms (fastest 630ms over 26 shots). ➖ Average reaction"

Team Patterns

Team A P1 & P2 & P3

🏟️Sits back at baseline

Team B P4

🏟️Sits back at baseline

⚡

Tactical Exploit Tip

Opponents rarely dink — force them into kitchen exchanges to disrupt their rhythm.

💡 AI Coach Insight

Player 1

Player 1 owned the kitchen (85.9% NVZ dwell) from center court — strong net pressure. Swing mix across 56 shots: forehand 76.8%, backhand 14.3%, overhead 0%, dink 8.9%. 🤚 Heavy forehand bias — train backhand Heavy forehand reliance — opponents will target the backhand wing. Drill cross-court backhand dinks. Reaction: avg 1369ms (fastest 630ms over 56 shots). ➖ Average reaction

Player 2

Player 2 owned the kitchen (85.1% NVZ dwell) from center court — strong net pressure. Swing mix across 61 shots: forehand 90.2%, backhand 9.8%, overhead 0%, dink 0%. 🤚 Heavy forehand bias — train backhand Heavy forehand reliance — opponents will target the backhand wing. Drill cross-court backhand dinks. Reaction: avg 1063ms (fastest 630ms over 28 shots). ✅ Strong reaction

Player 3

Player 3 owned the kitchen (92.1% NVZ dwell) from center court — strong net pressure. Swing mix across 28 shots: forehand 71.4%, backhand 28.6%, overhead 0%, dink 0%. 🤚 Heavy forehand bias — train backhand Reaction: avg 1283ms (fastest 630ms over 37 shots). ➖ Average reaction

Player 4

Player 4 (Center Court): balanced court positioning — kitchen 27.8%, baseline 30.9%. Swing mix across 18 shots: forehand 88.9%, backhand 11.1%, overhead 0%, dink 0%. 🤚 Heavy forehand bias — train backhand Heavy forehand reliance — opponents will target the backhand wing. Drill cross-court backhand dinks. Reaction: avg 1459ms (fastest 630ms over 26 shots). ➖ Average reaction

Whole-match summary

Moderate-intensity session (58% active play, 4 player(s)). Increasing rally tempo will build match conditioning. Shot profile: 56% volleys. Dinks: 27 · Drives: 39 · Drops: 2 · Volleys: 161. Consistent pace (avg ≈1 mph, max ≈3 mph est.). Developing a harder drive on short balls would create more winning opportunities. 65 rallies detected — longest 266 frames, averaging ~4.4 shots/rally. Long rallies indicate strong consistency — focus on speed-up opportunities to close out points. Biomechanics: knees nearly straight 47.4% of the time. Bend knees to 130–160° for better balance and explosive lateral movement. Top moment: "Rally #1" at 1s. Keep logging your sessions to build a long-term performance profile.

📊 Statistics

58% Active Play Time

6.0 Avg Motion Score

266 Longest Rally (frames)

1.3 Avg Players / Frame

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🏆 Performance Score ⓘHow it's calculatedComposite 0–100 score built from four sub-scores: biomechanical form, shot accuracy, court coverage, and reaction speed. Each sub-score is weighted and normalized against CV 360's amateur and pro benchmark database.

🏋 Biomechanical Analysis ⓘWhat's measuredJoint angles captured at each shot contact moment using YOLO11-Pose keypoints. Covers swing arc width, racket-arm extension, hip rotation range, and weight-transfer consistency. Requires pose keypoints to be present in the AI result.

🕐 Shot Events Timeline ⓘHow events are detectedShot events are auto-detected by peaks in left/right wrist velocity (YOLO11 keypoints 9 & 10). Each event is timestamped, assigned to a player slot via ByteTrack, and classified by contact side (forehand/backhand) based on body orientation.

📍 Player Court Positioning ⓘHow it's computedPlayer bounding-box centroids are mapped to a top-down court view using homographic perspective correction (court corners → standard template). Sampled at ~4 fps throughout the match. Darker areas indicate more time spent in that zone.

🎬 Scene Analysis ⓘWhat's detectedVideo divided into time segments based on player presence, lighting quality, and activity level. Detects indoor/outdoor environment, camera angle quality, and crowd presence. Useful for filtering out warm-up or dead-time footage before reanalysis.

📊 Match Timeline

⚡ Auto Highlights ⓘHow moments are rankedHigh-intensity moments are scored by a composite spike: rally length × player movement velocity × ball speed deviation from mean. The top N moments are extracted as timestamped clips. Click a card to jump to that moment in the video above.

🏆 Performance Score

🏋 Biomechanical Analysis

🕐 Shot Events Timeline

📍 Player Court Positioning

🎬 Scene Analysis

⚡ Auto Highlights