| Restoring Without Forgetting: Continual Learning Across Image Degradations added by Syntology |
2026-08 (from id) |
AlifAshrafee/Restoring-Without-Forgetting/restormer/Motion_Deblurring/utils.py d292dd965ab59629 |
ran
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| AlphaOracle: Oracle bone script decipherment via human-workflow-inspired deep learning added by Syntology |
2026-07 (from id) |
Yuliang-Liu/AlphaOracle/models/Rubbing_parsing/ConversionDiT/evaluate_tokenizer.py 7890f73a78eea59b |
ran
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Apache-2.0 (permissive) |
| Mind the Residual Gap: Probabilistic Downscaling under Real-World Bias added by Syntology |
2026-06 (from id) |
JingyunLiang/SwinIR/utils/util_calculate_psnr_ssim.py eaaa41d8e8354993 |
ran
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Apache-2.0 (permissive) |
| Beyond Visual Fidelity: Benchmarking Super-Resolution Models for Large-Scale Remote Sensing Imagery via Downstream Task Integration added by Syntology |
2026-05 (from id) |
ai-spatial/GeoSR-Bench/MODIS_L8/SR_Models/CFAT_M2L8/util_calculate_psnr_ssim.py 2a71b83d717fc9be |
ran
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| After the Party: Navigating the Mapping From Color to Ambient Lighting added by Syntology |
2025-08 (from id) |
fvasluianu97/RLN2/utils.py d292dd965ab59629 |
ran
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no licence file found · pointer only |
| arXiv:2506.00329 |
2025-06 (from id) |
STAR-Laboratory/foresight/eval/foresight/common_metrics/calculate_psnr.py ed63913e22ffef2b |
unverified |
Apache-2.0 (permissive) |
| URWKV: Unified RWKV Model with Multi-state Perspective for Low-light Image Restoration |
29 May 2025 |
FZU-N/URWKV/custom_utils/image_utils.py d292dd965ab59629 |
ran
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Apache-2.0 (permissive) |
| MovieBench: A Hierarchical Movie Level Dataset for Long Video Generation |
22 Nov 2024 |
showlab/moviebecnh/metrics/Metric_6_FVD/calculate_psnr.py 270b7c941a61baa4 |
unverified |
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| There and Back Again: On the relation between noises, images, and their inversions in diffusion models |
31 Oct 2024 |
luk-st/taba/taba/metrics/alignment.py d5191804ff8fa769 |
unverified |
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| ECMamba: Consolidating Selective State Space Model with Retinex Guidance for Efficient Multiple Exposure Correction |
28 Oct 2024 |
LowlevelAI/ECMamba/utils.py d292dd965ab59629 |
ran
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Apache-2.0 (permissive) |
| Progressive Autoregressive Video Diffusion Models |
10 Oct 2024 |
desaixie/pa_vdm/eval/vae/cal_psnr.py 1d84e2bdaf34e46f |
ran
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Apache-2.0 (permissive) |
| Unveiling Advanced Frequency Disentanglement Paradigm for Low-Light Image Enhancement |
3 Sep 2024 |
redrock303/ADF-LLIE/LoLv2/util.py eaaa41d8e8354993 |
ran
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no licence file found · pointer only |
| Unveiling Advanced Frequency Disentanglement Paradigm for Low-Light Image Enhancement |
3 Sep 2024 |
redrock303/ADF-LLIE/utils/common.py 9394ff2c25b8a988 |
ran
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| Diffusion Prior-Based Amortized Variational Inference for Noisy Inverse Problems |
23 Jul 2024 |
kdhRick2222/Exposure-slot/utils/util.py 515cde57deed08fc |
ran
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| PID: Physics-Informed Diffusion Model for Infrared Image Generation |
12 Jul 2024 |
fangyuanmao/pid/metric/core/metrics.py dd6ad9d6b59b892f |
ran
fingerprinted |
MIT (permissive) |
| Fine-Grained Multi-View Hand Reconstruction Using Inverse Rendering |
8 Jul 2024 |
agnjason/fmhr/train_unet.py e7c54f2a25d9ee14 |
ran
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Apache-2.0 (permissive) |
| InstantStyle-Plus: Style Transfer with Content-Preserving in Text-to-Image Generation |
30 Jun 2024 |
instantx-research/instantstyle-plus/src/metrics/metric_util.py 62635133d9c50017 |
ran
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no licence file found · pointer only |
| FlowIE: Efficient Image Enhancement via Rectified Flow |
1 Jun 2024 |
EternalEvan/FlowIE/evaluate.py 503dc92a5460ffce |
ran
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MIT (permissive) |
| Towards Ultra-High-Definition Image Deraining: A Benchmark and An Efficient Method |
27 May 2024 |
cschenxiang/udr-mixer/metrics/PSNR_SSIM.py 9394ff2c25b8a988 |
ran
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| Learning A Spiking Neural Network for Efficient Image Deraining |
10 May 2024 |
MingTian99/ESDNet/evaluation.py 9394ff2c25b8a988 |
ran
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| Retinexmamba: Retinex-based Mamba for Low-light Image Enhancement |
6 May 2024 |
YhuoyuH/RetinexMamba/Enhancement/utils.py d292dd965ab59629 |
ran
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MIT (permissive) |
| CPGA: Coding Priors-Guided Aggregation Network for Compressed Video Quality Enhancement |
15 Mar 2024 |
VQE-CPGA/CPGA/utils/metrics.py de8815c7134a7637 |
ran
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no licence file found · pointer only |
| Learning A Physical-aware Diffusion Model Based on Transformer for Underwater Image Enhancement |
3 Mar 2024 |
chenydong/pa-diff/core/metrics.py 9394ff2c25b8a988 |
ran
fingerprinted |
Apache-2.0 (permissive) |
| UAV-Rain1k: A Benchmark for Raindrop Removal from UAV Aerial Imagery |
8 Feb 2024 |
cschenxiang/uav-rain1k/evaluation.py 9394ff2c25b8a988 |
ran
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| DREAM: Diffusion Rectification and Estimation-Adaptive Models |
30 Nov 2023 |
jinxinzhou/dream/sr3/core/metrics.py 9394ff2c25b8a988 |
ran
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| Recaptured Raw Screen Image and Video Demoiréing via Channel and Spatial Modulations |
31 Oct 2023 |
tju-chengyijia/vd_raw/cal_psnr_ssim_lpips.py c7a8165906af2d57 |
ran
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| Bitstream-Corrupted Video Recovery: A Novel Benchmark Dataset and Method |
25 Sep 2023 |
LIUTIGHE/BSCV-Dataset/core/metrics.py eb1acaefb4b711f8 |
ran
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no licence file found · pointer only |
| NeRRF: 3D Reconstruction and View Synthesis for Transparent and Specular Objects with Neural Refractive-Reflective Fields |
22 Sep 2023 |
dawning77/nerrf/eval/eval_approx.py 4bca9dffc88981f7 |
ran
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no licence file found · pointer only |
| Prompt-based Ingredient-Oriented All-in-One Image Restoration |
6 Sep 2023 |
Tombs98/CAPTNet/cal.py b0a14f63a15e798e |
ran
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licence not identified · pointer only |
| Steerable Conditional Diffusion for Out-of-Distribution Adaptation in Medical Image Reconstruction |
28 Aug 2023 |
alexdenker/SteerableConditionalDiffusion/conditional_sampling.py 6ec72d1ab0964abc |
ran · violated contract
fingerprinted |
MIT (permissive) |
| MB-TaylorFormer: Multi-branch Efficient Transformer Expanded by Taylor Formula for Image Dehazing |
27 Aug 2023 |
fvl2020/iccv-2023-mb-taylorformer/utils.py d292dd965ab59629 |
ran
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no licence file found · pointer only |
| From Sky to the Ground: A Large-scale Benchmark and Simple Baseline Towards Real Rain Removal |
7 Aug 2023 |
yunguo224/lhp-rain/SCD-Former/utils/caculate_psnr_ssim.py ca23a11161d101d9 |
ran
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no licence file found · pointer only |
| Enhancing Visibility in Nighttime Haze Images Using Guided APSF and Gradient Adaptive Convolution |
3 Aug 2023 |
jinyeying/nighttime_dehaze/0_ACMMM23_RESULTS/calculate_psnr_ssim_NH_GTA5.py 7f3a54e16f28ef7e |
ran · fixture could not drive it
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| Waving Goodbye to Low-Res: A Diffusion-Wavelet Approach for Image Super-Resolution |
4 Apr 2023 |
brian-moser/diwa/core/metrics.py 9394ff2c25b8a988 |
ran
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Apache-2.0 (permissive) |
| SpikeCV: Open a Continuous Computer Vision Era |
21 Mar 2023 |
zyj061/spikecv/SpikeCV/metrics/reconsturction.py 2b4a6b7700cb4268 |
unverified |
Apache-2.0 (permissive) |
| KBNet: Kernel Basis Network for Image Restoration |
6 Mar 2023 |
zhangyi-3/kbnet/Denoising/utils_tool.py d292dd965ab59629 |
ran
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MIT (permissive) |
| DynIBaR: Neural Dynamic Image-Based Rendering |
20 Nov 2022 |
google/dynibar/eval_nvidia.py 30e86b1a7e0e31b6 |
ran · fixture could not drive it
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Apache-2.0 (permissive) |
| AT-DDPM: Restoring Faces degraded by Atmospheric Turbulence using Denoising Diffusion Probabilistic Models |
24 Aug 2022 |
nithin-gk/at-ddpm/core/metrics.py 9394ff2c25b8a988 |
ran
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Apache-2.0 (permissive) |
| Restoring Vision in Adverse Weather Conditions with Patch-Based Denoising Diffusion Models |
29 Jul 2022 |
igitugraz/weatherdiffusion/utils/metrics.py 7f3a54e16f28ef7e |
ran · fixture could not drive it
fingerprinted |
MIT (permissive) |
| DDPM-CD: Denoising Diffusion Probabilistic Models as Feature Extractors for Change Detection |
23 Jun 2022 |
wgcban/ddpm-cd/core/metrics.py 9394ff2c25b8a988 |
ran
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MIT (permissive) |
| MAXIM: Multi-Axis MLP for Image Processing |
9 Jan 2022 |
vztu/maxim-pytorch/Deblurring/utils.py d292dd965ab59629 |
ran
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Apache-2.0 (permissive) |
| An Image Patch is a Wave: Phase-Aware Vision MLP |
24 Nov 2021 |
kingcong/models/brdnet/cal_psnr.py 17861669c3cd2ba9 |
unverified |
Apache-2.0 (permissive) |
| Invertible Image Rescaling |
12 May 2020 |
pkuxmq/Invertible-Image-Rescaling/metrics/calculate_PSNR_SSIM.py 9394ff2c25b8a988 |
ran
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Apache-2.0 (permissive) |
| IRNet: A General Purpose Deep Residual Regression Framework for Materials Discovery |
7 Jul 2019 |
lyqcom/irn/src/utils/util.py 9394ff2c25b8a988 |
ran
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Apache-2.0 (permissive) |
| EDVR: Video Restoration with Enhanced Deformable Convolutional Networks |
7 May 2019 |
zhusiling/EDVR/codes/utils/util.py 9394ff2c25b8a988 |
ran
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Apache-2.0 (permissive) |
| Blind Super-Resolution With Iterative Kernel Correction |
6 Apr 2019 |
yuanjunchai/IKC/metrics/calculate_PSNR_SSIM.py 9394ff2c25b8a988 |
ran
fingerprinted |
Apache-2.0 (permissive) |
| ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks |
1 Sep 2018 |
sdauzcm/sr-basicsr/metrics/calculate_PSNR_SSIM.py 9394ff2c25b8a988 |
ran
fingerprinted |
Apache-2.0 (permissive) |
| Is the deconvolution layer the same as a convolutional layer? |
22 Sep 2016 |
anujdutt9/ESPCN/utils.py 84054f1f501dc0ba |
unverified |
MIT (permissive) |
| arXiv:openreview_Y3cUZ8fNnu |
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chouliuzuo/IVQ/vision_experiment/score/score_functions.py 5aa3c654a73330b1 |
unverified |
Apache-2.0 (permissive) |
| arXiv:Zamir_Restormer_Efficient_Transformer_for_High-Resolution_Image_Restoration_CVPR_2022_paper |
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swz30/Restormer/Denoising/utils.py d292dd965ab59629 |
ran
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MIT (permissive) |
| arXiv:Xie_Diffusion-based_Event_Generation_for_High-Quality_Image_Deblurring_CVPR_2025_paper |
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XinanXie/EGDeblurring/core/metrics.py 9394ff2c25b8a988 |
ran
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Apache-2.0 (permissive) |
| arXiv:136970568 |
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cvlab-stonybrook/Iso-UVField/code/evaluation/unwarp_colmap.py a1c624e9a4d54bf2 |
unverified |
MIT (permissive) |