Driving Videos
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Beyond Skeletons: Learning Animation Directly from Driving Videos with Same2X Training Strategy
arXiv:2606.06903v1 Announce Type: new Abstract: Human image animation aims to generate a video from a static reference image, guided by pose information extracted from a driving video. Existing approaches often rely on pose estimators to extract intermediate representations, but such signals are prone to errors under occlusion or complex poses. Building on these observations, we present DirectAnimator, a framework that bypasses pose extraction and directly learns from raw driving videos.
Driving Video Retrieval for Complex Queries with Structured Grounding
arXiv:2606.09109v1 Announce Type: new Abstract: Video retrieval at scale is central to data curation and safety validation in autonomous driving, where users want to find not only scenes but also dynamic events such as cut-ins and hard braking. Existing vision-language and keyword-based retrieval methods often miss these events because the relevant motion may not be explicitly described in text or captured by lexical overlap. Rule-based retrieval can encode such events more directly, but it...
Dash2Sim: Closed-Loop Driving Simulation from in-the-wild Dashcam Videos
Announce Type: new Abstract: Self-driving simulations typically rely on data collected in a small number of cities or on hand-authored synthetic scenarios. Dashcam videos cover a far broader range of locations and situations, including rare or long-tailed scenarios. They are considered less usable for simulation because it is difficult to recover accurate 4D scenes from monocular in-the-wild videos.
What We Saw Driving Through Venezuela
new video loaded: What We Saw Driving Through Venezuela What We Saw Driving Through Venezuela Our reporter Simon Romero takes a roadtrip from Caracas to Cumaná in Venezuela, showing the multiple military checkpoints the regime has along the coast, a constant reminder of the state’s presence.
San Francisco 49ers’ Brandon Aiyuk is issued arrest warrant after posting speeding video
San Francisco 49ers wide receiver Brandon Aiyuk was issued an arrest warrant in Northern California after posting a video online that appears to show him driving at high speeds. Aiyuk is accused of engaging in the misdemeanor of “exhibition of speed” on a highway “on or about” Dec. 20, according to a request for an arrest warrant filed in February. The date correlates with when a YouTube video was posted to Aiyuk’s account showing him driving a Cadillac CT5-V Blackwing.
RigPAPR: Rig-Based Animation of Static Neural Point Clouds from a Fixed-Viewpoint Video
Announce Type: new Abstract: Static neural point reconstructions capture a subject at high fidelity from posed images. Given such a reconstruction, we aim to animate it to follow a monocular fixed-viewpoint driving video of the subject, whether captured or produced by image-to-video (I2V) generation, and to recover a rigged, re-posable 3D asset. Existing methods deform Gaussian splats through direct linear blend skinning (LBS) or mesh proxies, both of which are prone to joint-boundary...
Ahoy, DECmate II the little PDP-8 that could
Now, that's a lot of word processing. But under the hood it's still at least PDP-8 adjacent, even considering its oddities and incompatibilities, and you can make it do many of the things a full-size Eight can. We'll take this basic unit, convert the floppy drives to solid state, tap the video output, and put it through its paces.
Brandon Aiyuk drove 104 MPH near Levi's Stadium and filmed it, now a warrant has been issued for his arrest
At some point, Brandon Aiyuk has to learn that stupid decisions come with consequences. The San Francisco 49ers wide receiver may be about to get that lesson after authorities issued a warrant for his arrest over an alleged 104 miles per hour speeding incident. Aiyuk will be arrested because the Santa Clara County District Attorney's Office has issued a misdemeanor arrest warrant for the charge of exhibition of speed, a misdemeanor, a spokesperson confirmed to OutKick and Fox News.
Viral Jeffrey Epstein lookalike announces run for Palm Beach mayor, promises free Botox and bagels
A viral internet lookalike, free Botox and imported New York bagel water are not usually the ingredients of a mayoral campaign.Peter Simel, the Florida man who went viral earlier this year as "Palm Beach Pete" over his uncanny resemblance to disgraced financier Jeffrey Epstein, says he is now "seriously considering" a run for mayor of Palm Beach — with a platform centered around "living your best life."Simel's social media following exploded into the hundreds of thousands after a viral video...
PaSBench-Video: A Streaming Video Benchmark for Proactive Safety Warning
arXiv:2606.02443v1 Announce Type: new Abstract: Between the first visible sign of danger and the moment an accident occurs, there is often a window where intervention remains possible. Video-capable multimodal large language models (MLLMs) could serve as always-on safety monitors that issue warnings during this window. Yet current benchmarks do not test this ability: they rely on static inputs, ignore timing precision, and omit false-positive measurement on safe scenes.