Seeing is Learning: Boosting Robotic Agility with Smart Image Augmentation
![The system dissects visual observation into task-relevant and irrelevant regions, employing [latex]SAM[/latex] and [latex]XMem++[/latex] to propagate segmentation masks-then strategically augments the former with task-specific transformations while randomly perturbing the latter via [latex]PixMix[/latex], effectively generating diverse training data by exploiting the interplay between focused manipulation and controlled chaos.](https://arxiv.org/html/2603.04845v1/2603.04845v1/x3.png)
A new approach selectively enhances training images to help robots master complex agricultural tasks through vision alone.
ebaster
Reasoning with Data: A New Approach to Understanding Patient Activity
Researchers have developed a framework that combines the power of deep learning with logical reasoning to more accurately and transparently interpret patient behavior.
Noel Gallagher ‘has grown close’ with socialite Tori Cook after split from long-term girlfriend Sally Mash
While Anthony enjoyed the applause at the Co-Op Live arena last weekend, the woman sitting with him wasn’t his longtime girlfriend, Sally Mash, but someone else.
Peaky Blinders star breaks silence on being left out of the Netflix movie
Now that Peaky Blinders: The Immortal Man is playing in theaters, an original cast member from the Peaky Blinders series has spoken about why they weren’t in the new Netflix film. The movie, the first full-length feature for the show, follows Tommy Shelby (Cillian Murphy) as he returns to Birmingham during World War II, continuing the popular historical drama.
Pixel Gun 2 invites you to experience chaotic multiplayer combat with destructible maps, global pre-registration now live
Pixel Gun 2 is a fast-paced multiplayer shooter where the environment can be destroyed, creating opportunities for unique strategies. Players can customize their weapons and adapt to dynamic arenas, especially during the chaotic Pixelstorm. What I really enjoy about this sequel is how constantly changing things keep the gameplay fresh.
Has Emma Watson finally found love with Gonzalo Hevia Bailleres… or is her new tech billionaire boyfriend just trying to make his popstar ex jealous?
Based on photos of her looking relaxed and comfortable at a Mexican airport last week, it appears the 35-year-old Harry Potter actress is currently in a relationship.
Emily in Hampstead? Lily Collins waves farewell to LA as she lines up return to London so her daughter can go to a UK school
But in real life, it seems, the actress’s heart lies in London.
Corey Parker dead at 60: Will & Grace actor passes after long battle with cancer
The performer passed away Thursday in Memphis, Tennessee, according to a family member.
Binance Fires Back at Senate: ‘These Claims Are as False as a Politician’s Promise!’
Crypto exchange Binance, with the finesse of a backwoods preacher dodging a snakebite, issued a formal response to a congressional inquiry regarding its compliance practices. The global platform published the response on March 6 to a Feb. 24 letter from U.S. Senator Richard Blumenthal, the ranking member of the Senate Permanent Subcommittee on Investigations, which sought records and explanations related to sanctions compliance.
Faster Robot Arms: A Parallel Planning Approach
A new motion planning algorithm significantly speeds up trajectory generation for robotic arms by exploring multiple solutions simultaneously.