New manuscript: Weakly Supervised Video Object Segmentation (WSVOS) on @arXiv led by Guiqiu! Introducing our VDST-Net architecture tailored for what we call the Transient Object Problem (WSVOS-TOP). #surgicaldatascience #surgicalAI #surgtwitter 1/4

VDST-Net excelled on a tough surgical video dataset Cholec80-TOP with most objects being present in less than 60% of video frames. Paper: arxiv.org/pdf/2407.15794 Repository: github.com/PCASOlab/VDST-… Thanks to PennSurgery Penn Medicine CSO LifelongML for the support! 3/4

.PennSurgery @grasplab PCASO Laboratory postdoc Guiqiu's paper on #weaksupervision issues for surgical video w/ input from Matjaž Jogan Sai Koushik LifelongML Extended abstract of this accepted to ICRA #ICRA40 anniversary conference!

New work from PCASO Laboratory led by Guiqiu now on arXiv.org: Detection and segmentation of transient objects in video using only sparse object presence labels, developed to automate annotation of surgical videos #wsvos #wsvod #wsvostop #surgicalAI

1/ New paper in Nature shows model collapse as successive model generations models are recursively trained on synthetic data. This is an important result. While many researchers today view synthetic data as AI philosopher’s stone, there is no free lunch. Read more 👇

Come compete: cvs-challenge.grand-challenge.org! #miccai2024 MICCAI Dan Hashimoto, MD MS Pietro Mascagni Deepak Alapatt CAMMA

🥳 𝗙𝗲𝗹𝗶𝗰𝗲𝘀 𝗙𝗶𝗲𝘀𝘁𝗮𝘀 𝗣𝗮𝘁𝗿𝗶𝗮𝘀 Celebramos juntos un nuevo año de independencia de nuestro Perú.

Understatement of the year...

Thank you for your incredible support in Philly 🥰

Awesome experience watching Liverpool FC at the Linc! #YNWA

Digital surgery, expert from across the globe, Bologna for a late September weekend. What more could we ask for? Its going to be an unmissable first AI2M. Program 👉 ai2md.com/program/ Register 👉 lnkd.in/dKfx7aXv See you in Bologna, Italy, September 19-21 😉

New publication from PCASO Laboratory in Global Surgical Education Global Surgical Education where we discuss data quality, bias and uncertainty in surgical AI link.springer.com/10.1007/s44186… PennSurgery #surgicalAI #surgicaldatascience

Great work by Matjaž Jogan shubha (she/her) Sruthi Kurada Vivek Singh on outlining the role of uncertainty in surgical data as well as its implications for bias, safety, and ethics in use of surgical data in #AI applications PennSurgery GRASP Laboratory Penn Medicine CSO

So so so incredibly ridiculous 🤦🏻‍♂️ washingtonpost.com/technology/202…

Great to have Children's National Hospital 🏥 Daniel Donoho, MD giving grand rounds for Penn Neurosurgery on #surgicaldatascience!

Join this incredible group of innovators on September 19th-21st in Bologna, Italy, for disruptive talks and discussions with world leading clinicians, engineers and regulators. If you want to see what surgery will look like 5 years from now, this is it! ai2md.com

Stay ahead in digestive disorder treatment with our Minimally Invasive and Novel Therapeutics (MINT) course with video-based lectures and hands-on sessions. Register now: spklr.io/6012shVs.

Thanks VideoGIE Journal ASGE GI Endoscopy for the opportunity to review for a fun, innovative journal!