OP4KSR enables efficient one-step 4K super-resolution without patches by adapting Flux with RoPE rescaling and periodicity loss to suppress artifacts.
4kagent: agentic any image to 4k super-resolution.arXiv preprint arXiv:2507.07105
7 Pith papers cite this work. Polarity classification is still indexing.
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RAPID is a multi-agent pipeline for zero-shot interpretable damage assessment and reporting from cross-view satellite and street-view imagery across multiple disaster types.
DetAS-X uses an MLLM agent to adaptively compose detection workflows from restoration modules and expert detectors, enhanced by self-evolving experience harvesting, achieving substantial F1 score gains on challenging benchmarks.
An LLM-based agentic eavesdropper recovers private information from semantic communication signals with over 75% success at SNR >=5 dB without needing wiretap channel state information.
PixVerve introduces a 95K ultra-high-resolution image-text dataset and training strategies that enable native 100-megapixel text-to-image generation together with a new evaluation benchmark.
SmartPhotoCrafter performs automatic photographic image editing by coupling an Image Critic module that identifies deficiencies with a Photographic Artist module that generates edits, trained via multi-stage pretraining, reasoning supervision, and reinforcement learning.
Q-DeepSight proposes a think-with-image multimodal CoT framework trained via RL with perceptual curriculum rewards and evidence gradient filtering to achieve SOTA IQA performance and enable training-free perceptual refinement in image generation.
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When Eavesdroppers Reason: Agentic Eavesdropping Attacks on Semantic Communication
An LLM-based agentic eavesdropper recovers private information from semantic communication signals with over 75% success at SNR >=5 dB without needing wiretap channel state information.