Deep learning-based image stitching methods have achieved promising performance on conventional stitching datasets. However, real-world scenarios may introduce challenges such as complex weather conditions, illumination variations, and dynamic scene motion, which severely degrade image quality and lead to significant misalignment in stitching results. To solve this problem, we propose an adverse condition-tolerant image stitching network, dubbed ACDIS. We first introduce a bidirectional consistency learning framework, which ensures reliable alignment through an iterative optimization paradigm that integrates differentiable image restoration and Gaussian-distribute encoded homography estimation. Subsequently, we incorporate motion constraints into the seamless composition network to produce robust stitching results without interference from moving scenes. We further propose the first adverse scene image stitching dataset, which covers diverse parallax and scenes under low-light, haze, and underwater environments. Extensive experiments show that the proposed method can generate visually pleasing stitched images under adverse conditions, outperforming state-of-the-art methods.

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Recent monocular metric depth estimation (MMDE) methods have made notable progress towards zero-shot generalization.

AI-generated music is becoming increasingly common and increasingly difficult to recognise. Here are the tell-tale signs that reveal whether a song is AI-generated – and what this development means for the music industry.

AF3 introduces: CMM (i) AF-Whisper, a unified audio encoder trainedPrevious SOTA (Closed Source) using a novel strategy for joint representation learning across all 3 modalities of speech, sound, and music; (ii) flexible, on-demand thinking, allowing the model to do chain-of-thought-type reasoning before answering; (iii) multi-turn, multiaudio chat; (iv) long audio understanding and reasoning (including speech) up MMSU to 10 minutes; and (v) voice-to-voice interaction. To enable these capabilities, (avg.)

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Such conditions are commonly encountered in nighttime scenes with light sources. Even with standard exposure settings, a bimodal intensity distribution with boundary peaks often emerges, making it difficult to preserve both highlight and shadow details simultaneously. RGB-based bracketing methods can capture details at both ends using short-long exposure pairs, but are susceptible to misalignment and ghosting artifacts. We found that a shortexposure image already retains sufficient highlight detail. The main challenge of UHDR reconstruction lies in denoising and recovering information in dark regions.

The commercial was submitted by the Freedom of the Press Foundation to run during Donald Trump's UFC event. It criticized the $111 billion merger as a threat to the First Amendment. Viewers who tuned into the Paramount+ livestream of UFC Freedom 250 on Sunday night, held to mark President Trump' s 80th birthday as well as the nation's semiquincentennial, were treated to the surreal spectacle of mixed martial artists beating each other bloody in a massive cage installed on the White House lawn. But there was one bruising blow they missed: an advertisement blasting the $111 billion merger agreement between Paramount Skydance and Warner Bros. Discovery . That's because Paramount refused to air the ad, according to Freedom of the Press Foundation, the nonprofit advocacy group that submitted it to run during the event.

At 21, Speed has pushed the limits of streaming by transforming a distinctly solo format into a global group chat. His song for this year's World Cup is becoming the tournament's unofficial anthem. Streamer IShowSpeed is a huge soccer fan who plans to bring this year's World Cup to his millions of followers. In the days leading up to the 2026 World Cup, the streamer IShowSpeed--one of the most watched people on the planet, who occasionally moonlights as a rapper--released the music video " World Cup (Champions)," a song about flexing national pride where he mentions all 48 teams. As with everything the 21-year-old born Darren Watkins Jr. does, the video was instantly everywhere. The song racked up over 7 million views on YouTube in under 24 hours. The internet rushed to christen it as the anthem of the tournament, even though the World Cup already has one. FIFA, following a ridiculous outpouring from fans and perhaps realizing the massive instant exposure he could bring, added the song to its official album.