PixIE proposes a feed-forward pixel-space low-light image enhancement network using DINO-prompted pixel blocks, spatial-channel compaction, and multi-receptive-field embeddings, claiming 1.9-15.0% PSNR gains and 8.5-44.4% LPIPS reductions on benchmarks.
IEEE Transactions on Image Processing30, 2072–2086 (2021)
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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.
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PixIE: Prompted Pixel-Space Low-Light Image Enhancement
PixIE proposes a feed-forward pixel-space low-light image enhancement network using DINO-prompted pixel blocks, spatial-channel compaction, and multi-receptive-field embeddings, claiming 1.9-15.0% PSNR gains and 8.5-44.4% LPIPS reductions on benchmarks.
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SmartPhotoCrafter: Unified Reasoning, Generation and Optimization for Automatic Photographic Image Editing
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.