Picklary Vision Rating

AI-powered pickleball performance intelligence report · v0.2.4

Active processing device · GPU · ONNX Runtime DirectML

Ball profile · Franklin X-40 Outdoor · 74 mm · 26 g · 40 holes

Match setup · play to 15 · first server A · final score Near 15 : Far 13

Audio candidates 752 · method spectral_flux_adaptive_v2

Hybrid evidence · input 752 · accepted 544 · assigned shots 504 · completed trajectories 138

PLAYER PERFORMANCE DOSSIER

Player A

In-match relative rank #1

Picklary DUPR Estimate4.60AdvancedFranklin X-40 visual/audio/motion hybrid

4.354.85

89%Analysis confidence

Total shots183observable 179

Shot success94%

Serves / returns21 / 18

Rallies involved42

Distance covered1356.1 ft

Tracking coverage88%

PERFORMANCE SIGNATURE

Six-dimension strengths and weaknesses

Axes extending outward indicate relative strengths; recessed axes identify priority development areas.

Serve

Serve success, depth, speed, and first-ball stability

4.56

Serve success100%Deep rate65%Median speed41.5 mph

Return

Return success, depth, and directional response

Top strength

4.72

Return success94%Deep rate50%Cross-court61%

Offense

Drive, third-shot development, and attacking efficiency

4.70

Attack selection54%Third-shot quality80Median drive29.9 mph

Defense

Soft game, resets, error control, and NVZ defense

4.55

Soft-game share46%Error control94%NVZ presence59%

Agility

Lateral/depth coverage and movement responsiveness

Priority focus

4.49

Distance1356.1 ftMedian movement3.2 ft/sLateral coverage12.4 ft

Consistency

Shot success, contact stability, and repeatability

4.61

Shot success94%Contact stability81%Shot confidence78%

SERVE & RETURN LAB

Serve and return success, depth, and speed

Observed and estimated samples are disclosed

Serve in / out

n=21

In 100%

Out

Return in / out

n=18

In 94%

Out

Serve median/top (estimated)41.5 / 48.2 mphn=18

Drive median/top (estimated)29.9 / 55.8 mphn=54

Third-shot quality80Independent Picklary index

Stable at contact81%

Observed speed samples55

Estimated speed samples17

Serve depthn=20

observed 15 · estimated 5

Deep 65%Medium 35%Shallow 0.0%

Return depthn=18

observed 14 · estimated 4

Deep 50%Medium 44%Shallow 6.0%

TACTICAL BLUEPRINT

Shot composition and tactical tendencies

visual shots 119 · hybrid/estimated 64

Shot-type distribution

Drive

Dink

Serve

Return

Third-shot drive

Drop

Third-shot drop

Speed-up

Reset

Overhead

Tactical indicators

Attack selection54%

Soft-game share46%

Third-shot drop share43%

Third-shot drive share57%

Cross-court share61%

Estimated error rate6%

Observable shots179

Mean shot confidence78%

MOVEMENT INTELLIGENCE

Positioning, footwork, and court coverage

Movement is interpreted with tracking quality

Distance covered1356.1 ft5 Hz median-smoothed

Median movement speed3.2 ft/s

Peak movement speed10.8 ft/s

Lateral coverage12.4 ft

Depth coverage25.8 ft

NVZ-ready rate67%

Kitchen presence59%

Active movement71%

High-intensity movement18%

Tracking coverage88%

Identity confidence91%

Stable at contact81%

COURT STORY

Shot trajectories and contact locations

8 paths · estimated 42

Shot trajectories

Solid paths use visual landing anchors; dashed paths are inferred from Franklin candidates, the next hitter, and court geometry.

Contact-location distribution

Color identifies shot type; circle size reflects event confidence.

PERFORMANCE EDGE

Strengths

Return 4.72 — Return success 94% · Deep rate 50%
Offense 4.70 — Attack selection 54% · Third-shot quality 80
Stable rally maintenance with 94% overall shot success

NEXT LEVEL

Priority improvements

Agility 4.49 — Distance 1356.1 ft · Median movement 3.2 ft/s
Defense 4.55 — Soft-game share 46% · Error control 94%

Cross-check against the user-provided PB Vision match

This is a one-match cross-check. It does not reproduce proprietary formulas or population percentiles.

This is a one-match cross-check and does not reproduce PB Vision proprietary formulas.

Metric	Current	Reference	Delta
Total shots	183.0	183.0	+0.0
Shot success	94.0%	94.0%	+0.0pp
Serves	21.0	21.0	+0.0
Returns	18.0	18.0	+0.0
Median serve speed	41.5 mph	41.5 mph	-0.0 mph
Top serve speed	48.2 mph	48.2 mph	+0.0 mph
Median drive speed	29.9 mph	29.9 mph	+0.0 mph
Top drive speed	55.8 mph	55.8 mph	+0.0 mph
Distance covered	1356.1	1356.1	-0.0

Evidence and interpretation notes

This is an independent Picklary estimate, not an official DUPR rating.
A single camera does not estimate RPM, instantaneous paddle-impact speed, or exact 3D contact height.

Shot evidence sourcefranklin_audio_motion_hybrid

Estimated trajectories42

Estimated speeds17

Distance method5hz_median_smoothed_deadband_v2

Full analysis diagnostics

{
  "processing_device": {
    "summary": "GPU · ONNX Runtime DirectML"
  },
  "game_context": {
    "game_target_points": 15,
    "initial_server_label": "A",
    "first_server_side": "near_right",
    "final_score_near": 15,
    "final_score_far": 13
  },
  "audio_onset": {
    "count": 752,
    "method": "spectral_flux_adaptive_v2"
  },
  "audio_motion_shot_proxy": {
    "input_onsets": 752,
    "accepted_onsets": 544,
    "assigned_shots": 504,
    "completed_trajectories": 138
  }
}