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Cool video capturing how computer vision can accurately analyze a random basketball game. Some stuff to notice: 1) This is a random court, not one it was trained on. 2) The camera is moving, meaning the model has to calibrate where all the lines are accordingly. 3) It detects... show more

Jason Syversen

2,408 subscribers

14,619 Aufrufe • vor 14 Tagen •via X (Twitter)

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16 Kommentare

Profilbild von Alex

Alexvor 14 Tagen

@SportsVisioAI Ex-college player here but beginning to coach my son. I've dreamed of this. Dual monitors, one with the video the other top down 2d view of plays executing all live with stats being recorded. Excited!

Profilbild von Jason Syversen

Jason Syversenvor 14 Tagen

@SportsVisioAI Follow us and it will be ready to go when your son is! The AI just keeps getting faster and cheaper as we build it, hoping to be realtime by sometime next year Lord willing.

Profilbild von Shawn Becket

Shawn Becketvor 14 Tagen

@SportsVisioAI This is good stuff.

Profilbild von Paul Chen

Paul Chenvor 14 Tagen

@SportsVisioAI Is this open source?

Profilbild von Jason Syversen

Jason Syversenvor 14 Tagen

@SportsVisioAI No, but we have contributed some code to open source. We spent millions to get this far, building a business around it. But the goal is to be much more affordable than paying humans, only a dollar and change per player or even less!

Profilbild von Risk of Ruin Podcast

Risk of Ruin Podcastvor 14 Tagen

@SportsVisioAI how many frames per second to get this result?

Profilbild von Jason Syversen

Jason Syversenvor 14 Tagen

@SportsVisioAI We like 30 fps but can go down to 24 without much degradation. Below that it gets dicey and you start to really see the accuracy fall off as you head downwards. 1080p video is also ideal but we can handle 720, again below that you see real performance impact

Profilbild von Risk of Ruin Podcast

Risk of Ruin Podcastvor 14 Tagen

@SportsVisioAI thx. sorry i should have asked how many frames are you actually achieving on analysis/inference? assume with 10 players and a ball you are not at real time?

Profilbild von Jason Syversen

Jason Syversenvor 14 Tagen

@SportsVisioAI Sorry I don’t understand the question. We are processing ALL the frames. An hour game takes us about 6 hours to process (down from 22!) and we are trying to get to realtime next year.

Profilbild von Risk of Ruin Podcast

Risk of Ruin Podcastvor 14 Tagen

@SportsVisioAI Thank you that’s what I was trying to ask. Appreciate it

Profilbild von The Footy Network

The Footy Networkvor 13 Tagen

@SportsVisioAI how do you keep the track the metrics of each player and are you storing them in a relational database?

Profilbild von HappyVolley

HappyVolleyvor 14 Tagen

@SportsVisioAI How do you do ball possession to players? Is it box overlap or distance to nearest player center? How would you tackle adding the ball to the homography chart?

Profilbild von Jason Syversen

Jason Syversenvor 14 Tagen

We built a ton of custom tracking algorithms. Player tracking, ball tracking, possession tracking, jersey detection, action detection, line detection, etc. Each one was specially trained for that task against our training corpus. We have over 30,000 full games with video and over 100,000 in total now just for basketball. We actually have a crude model showing it on the homography chart, the player with the yellow circle around them.

Profilbild von Jatin Mahajan (Johnathan)

Jatin Mahajan (Johnathan)vor 13 Tagen

Love it that people are seeing and brining full potential of ML and CV, Building Similar for Canadian practice games/ sessions, Just reaching good level of Detection + Segmentation + OCR + Team Association actually took me around 3-4 months as a Solo Researcher and Developer. Built it by finetuning the fully open sourced model within our domain.. Also for saving compute resources, I use sam segmentation to segment the Court for scoring system just before the x second of identifying a Make / Miss event.. : ) .. Rn not keeping track of positions.. But I just explored the PTZ for panning camera, and Yes we can create a whole court Panorma and use SIFT for player Position/ feet detection. Its gonna be fun

Profilbild von Brian Raney

Brian Raneyvor 13 Tagen

@SportsVisioAI Got anything for field hockey? I’m two years out from needing this.

Profilbild von Jason Syversen

Jason Syversenvor 13 Tagen

@SportsVisioAI Not yet but always interested in what new sports to pursue. We do volleyball also currently, and have prototypes for baseball and tennis. Have a lot of requests for lacrosse and flag football, and of course soccer comes up a lot too

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This means we will 'outrun' them in the space they leave behind. c) When winning the ball we want to exploit space behind their backline as the priority which means that a player(s) need to be passing options behind the backline and preferably centrally which is closer to the goal, players winning the ball has to look to play the ball to the player furthest up the pitch. Possession is not a priority but scoring goals as fast as possible is. d) When winning the ball we stay as central as possible with passes and dribbling. We use the width of the penalty area (44 yards) as the preferable dimension when transitioning. We want to stay within this width. The wider the team plays the ball, the more time the opposition has to block the middle. PLAY AS VERTICALLY AS POSSIBLE! 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Many mistake this style of play as just non-stop pressing and chaos. Yes, these two aspects are important but it is a much more deliberate and planned way of playing that is used to predict where the opposition will play the ball, where the ball can be dictated and what areas the opposition leave open for transitions when they attack. In 2019, I was introduced to Ernst Tanner former Academy Director of Red Bull Salzburg and current Philadelphia Union Sporting Director that has led the club to being one of the top clubs in MLS and arguably the best academies in North America the last few years. Both organisations are known for their pressing and fast transitions in addition to producing top players. He became a mentor to me and gave me insights and education on this style of play. He has changed the way I look at football. Every season we try to recruit players that can play this style that I will describe below and we do not waiver in the way we played. Every game since 2019 Alliance United FC have played either in a 1-4-2-2-2 or a 1-4-4-2 midfield diamond....every game. We have no secrets in how we play. We focus on defending, pressing, forcing teams into mistakes and transition football. It is important to understand that we do not care how much possession we have and we actually want the opposition to have the ball most of the time. Stats in football show that only when a team has the ball 70% or more in a match their is a correlation to winning. Anything less is not correlated to winning in a certain match. In addition, 80% of goals are scored under 5 passes or less and under 10 seconds when regaining possession. We follow the trend! So, here are some important points based on the video: a) Pressing higher up the pitch when possible. All 11 players are committed to the team intention (principles) and if anybody is not committed and does not contribute to this style of play, they do not play. There is no leeway on this. Either you are in 100% in or you are not. All it takes is one player to not commit and the plan will not work. If we do not win the ball on the high press, everyone is to drop behind the ball as fast as possible to restart the press closer to our goal. b) Based on the opponent's scouting we press certain players and decide if will press closer to the sideline and 'pin' the player to the sideline or we dictate the passes and dribbles centrally and 'surround' the player to win the ball in central positions. We also decide if we will sometimes drop lower for the opposition to advance so we can play behind them when winning the ball. This is done if we scout that the opposition centre-backs are slower than our two strikers. This means we will 'outrun' them in the space they leave behind. c) When winning the ball we want to exploit space behind their backline as the priority which means that a player(s) need to be passing options behind the backline and preferably centrally which is closer to the goal, players winning the ball has to look to play the ball to the player furthest up the pitch. Possession is not a priority but scoring goals as fast as possible is. d) When winning the ball we stay as central as possible with passes and dribbling. We use the width of the penalty area (44 yards) as the preferable dimension when transitioning. We want to stay within this width. The wider the team plays the ball, the more time the opposition has to block the middle. PLAY AS VERTICALLY AS POSSIBLE! The emphasis is to get the ball to the two strikers and play 1v1 against the CBs. e) We know that most youth players grow up playing against a 1-4-3-3 which means there is one central striker meaning the centre-backs one back press and one can cover. Against 2 strikers this is not possible and many centre-backs do not have the ability to play 1v1 with space behind them. They are not taught the cues to step and press or drop to protect space behind them. They are never taught at youth level. We exploit this deficiency. e) All 11 players must get up the pitch to close the spaces if we lose the ball from our attacking transition so the opposition cannot transition against us and we can counter-press. f) A goal is the best outcome based on the objective of attacking but at the minimum we want to get a shot on goal from a transition. This is a quick overview of a different way of playing football that Canada will see with the Men's National Team.

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136,521 Aufrufe • vor 8 Monaten

Cincinnati 6’11 Forward Baba Miller is one of the most underrated prospects in the 2026 NBA Draft. Baba has had a strong season where he’s averaging 14/10/3 along with 1.4 blocks a game and 1 steal a game. He’s also shooting 55% from the field. Baba has the frame, tools, and athleticism to be an elite defender in the NBA, with his 7’2 wingspan at 6’11. Baba has been one of the best and most versatile defenders in the country this season with his ability to switch and defend multiple positions, along with having great instincts on the defensive end. On the offensive end Baba is one of the best off ball forwards who uses his athleticism to set himself up for a layup or lob after a PNR or cut. Baba can also create in the HC with his handle or push it in transition with efficiency. Baba is also one of the best big passers in the class, with his court vision. Baba is also one of 2 players in college basketball this season to have an AST% of 20 and a BLK% of 5.

Cincinnati 6’11 Forward Baba Miller is one of the most underrated prospects in the 2026 NBA Draft. Baba has had a strong season where he’s averaging 14/10/3 along with 1.4 blocks a game and 1 steal a game. He’s also shooting 55% from the field. Baba has the frame, tools, and athleticism to be an elite defender in the NBA, with his 7’2 wingspan at 6’11. Baba has been one of the best and most versatile defenders in the country this season with his ability to switch and defend multiple positions, along with having great instincts on the defensive end. On the offensive end Baba is one of the best off ball forwards who uses his athleticism to set himself up for a layup or lob after a PNR or cut. Baba can also create in the HC with his handle or push it in transition with efficiency. Baba is also one of the best big passers in the class, with his court vision. Baba is also one of 2 players in college basketball this season to have an AST% of 20 and a BLK% of 5.

KJ

146,113 Aufrufe • vor 8 Monaten

Nick Wright says the Spurs lost the championship on Wednesday night: “LeBron James is not walking through that door. They are not coming back from down 3-1. They are to me about as dead as a team that was down 3-0. And part of that is because I do not think they are better than the Knicks, I know they aren’t more clutch or better at executing down the stretch than the Knicks. And there is no lead the Spurs can get out to where the Knicks in game 5 where the Knicks will be nervous or the Spurs will be comfortable.” (Via What’s Wright? with Nick Wright)

Nick Wright says the Spurs lost the championship on Wednesday night: “LeBron James is not walking through that door. They are not coming back from down 3-1. They are to me about as dead as a team that was down 3-0. And part of that is because I do not think they are better than the Knicks, I know they aren’t more clutch or better at executing down the stretch than the Knicks. And there is no lead the Spurs can get out to where the Knicks in game 5 where the Knicks will be nervous or the Spurs will be comfortable.” (Via What’s Wright? with Nick Wright)

NBA Courtside

54,082 Aufrufe • vor 3 Monaten

🚨 BREAKING: Virginia Democrat lawmakers are moving to pass a 10 DEMOCRAT, 1 REPUBLICAN 2026 Congressional map Virginia currently has 6 Democrats and 5 Republicans — this is a D+4 shift Lawmakers said they will be releasing their official map shortly ABSOLUTE MADNESS. THIS is why Indiana should've redistricted. Are you happy, RINO traitors?! This MUST fail and be struck down in the courts! The below map is just ONE of multiple floated maps. It is not the official one, but it is also only 1 Republican seat.

🚨 BREAKING: Virginia Democrat lawmakers are moving to pass a 10 DEMOCRAT, 1 REPUBLICAN 2026 Congressional map Virginia currently has 6 Democrats and 5 Republicans — this is a D+4 shift Lawmakers said they will be releasing their official map shortly ABSOLUTE MADNESS. THIS is why Indiana should've redistricted. Are you happy, RINO traitors?! This MUST fail and be struck down in the courts! The below map is just ONE of multiple floated maps. It is not the official one, but it is also only 1 Republican seat.

Eric Daugherty

530,919 Aufrufe • vor 7 Monaten

This is not a highlight reel. It is a roadmap. David Gokhshtein and Keith D break down where liquidity is moving and why narratives are late. Institutions are positioning. Regulation is unlocking scale. Most people will notice after the move.

This is not a highlight reel. It is a roadmap. David Gokhshtein and Keith D break down where liquidity is moving and why narratives are late. Institutions are positioning. Regulation is unlocking scale. Most people will notice after the move.

Kyle Chassé 🐸

70,887 Aufrufe • vor 8 Monaten

NIL is reshaping college hoops, and Scott Drew is breaking it ALL down 👀💰 TUNE IN to this episode of The Hoops HQ Show to hear how the NIL era is impacting recruiting, the transfer portal, and the future of the game 🎙️🏀

NIL is reshaping college hoops, and Scott Drew is breaking it ALL down 👀💰 TUNE IN to this episode of The Hoops HQ Show to hear how the NIL era is impacting recruiting, the transfer portal, and the future of the game 🎙️🏀

Hoops HQ

25,597 Aufrufe • vor 4 Monaten