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calculate_activation_statistics

Syntologyentry name in harvested coderead from the graph 2026-09-24

calculate_activation_statistics appears in the code Syntology harvested for 75 papers, as 57 distinct code bodies found in 84 places (a place is one code body under one paper). At least one of them ran in 8 of the papers; 1 of the code bodies carries a behaviour fingerprint.

What this page is not. Routines are grouped here by the exact string of their function or class name. Nothing asserts that two samples named calculate_activation_statistics do the same thing, share code, or are comparable; the name is a string, not an identity. Behaviour outputs (what a fingerprinted sample returned on the shared battery) are not in this export and are not shown here; the graph at syntology.ai holds them. "Ran" means executed on a synthesized fixture, not that the code is correct or reproduces a paper.

Samples Syntology

Syntology ran 6 of the 57 distinct code bodies named calculate_activation_statistics; 51 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
2ran · our draft was wrong
0ran · fixture could not drive it
4ran
51unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 19 of the 84 places are pointer only (Syntology does not serve that copy's text). This site shows no code text for any sample; every row below links to the file in its repository where the record names one.

“Ran” means the sample executed on a synthesized input; it does not mean the output is correct. “Honoured” and “violated” refer to a contract Syntology drafted from the code itself; “our draft was wrong” and “fixture could not drive it” are failures of Syntology's instrument, not of the code, and those samples did run. The ran count above is every status except unverified, the same rule as each paper page.

Papers

75 papers shown of 75, newest first; 84 places in the table. A paper with no recorded date is placed by the month its arXiv id encodes, shown in the Date column as YYYY-MM (from id). One row per place: a paper whose repository defines the name more than once appears more than once, and the same code body held for several papers appears once under each, with the same status. Titles and dates are the archive's archive 2025-07-28 for papers in the archive, and the graph's for 5 papers added by Syntology; 4 papers have no page here and are shown by arXiv id only. Status and fingerprint are Syntology's record of each code body; licence is recorded for each place. The File cell ends with the code body's code_sha256, Syntology's identity for that exact code: an agent fetches the stored sample with Syntology's MCP tool get_code(code_sha256="…") (how to connect); click an identity to copy that call.

PaperDateFileStatus SyntologyLicence
Context-Aware Mutual Learning for Blind Image Inpainting and Beyond added by Syntology 2026-09 (from id) zhenglab/CAML/scores/fid_score.py c7dceb995ab5a16b unverified no licence file found · pointer only
Trajectory Stitching for Solving Inverse Problems with Flow-Based Models added by Syntology 2026-02 (from id) annegnx/PnP-Flow/pnpflow/fid_score.py 014ed7df4050e8a4 unverified no licence file found · pointer only
From Easy to Hard++: Promoting Differentially Private Image Synthesis Through Spatial-Frequency Curriculum added by Syntology 2026-01 (from id) mseitzer/pytorch-fid/src/pytorch_fid/fid_score.py a17aa1b06ec919e8 unverified Apache-2.0 (permissive)
Training-Free Safe Text Embedding Guidance for Text-to-Image Diffusion Models added by Syntology 2025-10 (from id) aailab-kaist/STG/evaluation/fid.py 1219a4fa399a055f unverified Apache-2.0 (permissive)
Quantum latent distributions in deep generative models added by Syntology 2025-08 (from id) NVlabs/denoising-diffusion-gan/pytorch_fid/fid_score.py bd88683e6bd4454d unverified licence not identified · pointer only
Distance-Based Tree-Sliced Wasserstein Distance 14 Mar 2025 Fsoft-AIC/DbTSW/experiments/denoising-diffusion-gan/pytorch_fid/fid_score.py bd88683e6bd4454d unverified Apache-2.0 (permissive)
Harmonizing Visual Text Comprehension and Generation 23 Jul 2024 bytedance/textharmony/TextHarmony/utils/fid_score.py 58f3cb144de3c6f9 unverified Apache-2.0 (permissive)
Fréchet Video Motion Distance: A Metric for Evaluating Motion Consistency in Videos 23 Jul 2024 ljh0v0/fmd-frechet-motion-distance/fvmd/frechet_distance.py be7a68ab5541a79d ran fingerprinted Apache-2.0 (permissive)
VGBench: Evaluating Large Language Models on Vector Graphics Understanding and Generation 15 Jul 2024 vgbench/VGBench/evaluate_fid_score.py ffd8c42a422834f1 unverified Apache-2.0 (permissive)
PROUD: PaRetO-gUided Diffusion Model for Multi-objective Generation 5 Jul 2024 EvaFlower/Pareto-guided-diffusion-model/CIFAR10/fid.py 75a9dd4d6dacc927 unverified no licence file found · pointer only
LayerMerge: Neural Network Depth Compression through Layer Pruning and Merging 18 Jun 2024 snu-mllab/LayerMerge/Diff-Pruning/exp_code/fid_score.py 2e647db33e6bd721 unverified MIT (permissive)
ViDiT-Q: Efficient and Accurate Quantization of Diffusion Transformers for Image and Video Generation 4 Jun 2024 a-suozhang/vidit-q/eval/image/evaluation/fid_score.py 40c33c72d49ca85f unverified no licence file found · pointer only
Invisible Backdoor Attacks on Diffusion Models 2 Jun 2024 invisibletriggerdiffusion/invisible_triggers_for_diffusion/fid_score.py a17aa1b06ec919e8 unverified no licence file found · pointer only
DEEM: Diffusion Models Serve as the Eyes of Large Language Models for Image Perception 24 May 2024 rainbowluocs/deem/uni_interleaved/utils/fid_score.py 58f3cb144de3c6f9 unverified Apache-2.0 (permissive)
AquaLoRA: Toward White-box Protection for Customized Stable Diffusion Models via Watermark LoRA 2024-05 (from id) georgefwt/aqualora/evaluation/pytorch_fid/fid_score.py 97702e2398569092 unverified no licence file found · pointer only
Conditional Wasserstein Distances with Applications in Bayesian OT Flow Matching 27 Mar 2024 jchemseddine/conditional_wasserstein_distances/utils/fid_score.py 014ed7df4050e8a4 unverified no licence file found · pointer only
Generalized Consistency Trajectory Models for Image Manipulation 19 Mar 2024 1202kbs/gctm/pytorch_fid/fid_score.py 446d62bdb74670fd unverified MIT (permissive)
UnlearnCanvas: Stylized Image Dataset for Enhanced Machine Unlearning Evaluation in Diffusion Models 19 Feb 2024 optml-group/unlearncanvas/diffusion_model_finetuning/evaluation/fid.py f2517e59a9ce2ce4 unverified no licence file found · pointer only
DDMI: Domain-Agnostic Latent Diffusion Models for Synthesizing High-Quality Implicit Neural Representations 23 Jan 2024 mlvlab/DDMI/evals/fid/fid_score.py 9ca749a5ce7dc9a6 ran MIT (permissive)
Attack-Resilient Image Watermarking Using Stable Diffusion 8 Jan 2024 zhanglijun95/ZoDiac/main/fid.py 634f529d3d26e87e unverified no licence file found · pointer only
On Inference Stability for Diffusion Models 19 Dec 2023 vinairesearch/sa-dpm/pytorch_fid/fid_score.py bd88683e6bd4454d unverified AGPL-3.0 (copyleft) · pointer only
Towards Accurate Guided Diffusion Sampling through Symplectic Adjoint Method 19 Dec 2023 hanshuyan/adjointdpm/ddpm_and_guided-diffusion/evaluate/fid_score.py a17aa1b06ec919e8 unverified no licence file found · pointer only
StoryGPT-V: Large Language Models as Consistent Story Visualizers 4 Dec 2023 xiaoqian-shen/StoryGPT-V/eval/fid_score.py eefbde796616ac35 unverified no licence file found · pointer only
A High-Quality Robust Diffusion Framework for Corrupted Dataset 28 Nov 2023 VinAIResearch/RDUOT/pytorch_fid/fid_score.py 8ba5b2e197f0fe1c unverified BSD-3-Clause (permissive)
Tell2Design: A Dataset for Language-Guided Floor Plan Generation 27 Nov 2023 lengsicong/tell2design/CogView/eval_utils/fid_score.py 177298ecedde13ed ran · our draft was wrong no licence file found · pointer only
Post-training Quantization for Text-to-Image Diffusion Models with Progressive Calibration and Activation Relaxing 10 Nov 2023 tsa18/PCR/quantization_tools/utils/evaluation.py c8e5af5cd9debe67 ran no licence file found · pointer only
Human-Inspired Facial Sketch Synthesis with Dynamic Adaptation 1 Sep 2023 AiArt-HDU/HIDA/evaluation/dirs_fid_score.py f3e49f0668d3e617 ran MIT (permissive)
Human-Inspired Facial Sketch Synthesis with Dynamic Adaptation 1 Sep 2023 AiArt-HDU/HIDA/SIFID/sifid_score.py ad99ad5ed3ed94c9 unverified MIT (permissive)
VillanDiffusion: A Unified Backdoor Attack Framework for Diffusion Models 12 Jun 2023 IBM/villandiffusion/fid_score.py a17aa1b06ec919e8 unverified Apache-2.0 (permissive)
Exposing flaws of generative model evaluation metrics and their unfair treatment of diffusion models 7 Jun 2023 SHI-Labs/StyleNAT/utils/fid_score.py 12b482fc759f87dd unverified MIT (permissive)
Diffusion Models for Imperceptible and Transferable Adversarial Attack 14 May 2023 windvchen/diffattack/pytorch_fid/fid_score.py 345bd2bbf8bcb9b0 unverified Apache-2.0 (permissive)
Sliced Wasserstein Estimation with Control Variates 30 Apr 2023 khainb/cv-sw/Generative_model/utils/fid_score.py 0090c00eaf2e8478 unverified MIT (permissive)
Exploring Incompatible Knowledge Transfer in Few-shot Image Generation 15 Apr 2023 yunqing-me/RICK/gan_metrics/fid_score.py fa02bf7e7932504d unverified MIT (permissive)
SIEDOB: Semantic Image Editing by Disentangling Object and Background 23 Mar 2023 WuyangLuo/SIEDOB/background/metrics/fid_score.py c70d258cbceaa86d unverified MIT (permissive)
Restoration based Generative Models 20 Feb 2023 Jae-Moo/RGM/pytorch_fid/fid_score.py bd88683e6bd4454d unverified MIT (permissive)
Mask Conditional Synthetic Satellite Imagery 8 Feb 2023 ms-synthetic-satellite-image/synthetic-satellite-imagery/SPADE/fid/fid_score.py 589838bab0cc7bf1 unverified MIT recorded; this copy not marked cleared · pointer only
Membership Inference Attacks against Diffusion Models 7 Feb 2023 fseclab-osaka/mia-diffusion/TTUR/fid.py 2dff109c7a95321a unverified MIT (permissive)
Scalable Diffusion Models with Transformers 19 Dec 2022 milmor/diffusion-transformer/fid.py c5a04d1cab5f16a8 unverified MIT (permissive)
Scalable Diffusion Models with Transformers 19 Dec 2022 milmor/diffusion-transformer-keras/fid.py 55d54369eada8946 unverified MIT (permissive)
IMos: Intent-Driven Full-Body Motion Synthesis for Human-Object Interactions 14 Dec 2022 anindita127/IMoS/src/evaluate/evaluate_statistical_metrics.py 9f7df29fb72555e6 unverified MIT (permissive)
Make-A-Story: Visual Memory Conditioned Consistent Story Generation 23 Nov 2022 ubc-vision/make-a-story/classifier/fid_score.py b6582635d477d6dd unverified MIT (permissive)
Make-A-Story: Visual Memory Conditioned Consistent Story Generation 23 Nov 2022 ubc-vision/make-a-story/classifier/fid_score_flintstone.py 1ee41e25ac531e0a unverified MIT (permissive)
Make-A-Story: Visual Memory Conditioned Consistent Story Generation 23 Nov 2022 ubc-vision/make-a-story/classifier/fid_score_pororo.py 761181154c09b705 unverified MIT (permissive)
Make-A-Story: Visual Memory Conditioned Consistent Story Generation 23 Nov 2022 ubc-vision/make-a-story/classifier/fid_score_vlc.py 4688831eb477f37e unverified MIT (permissive)
Few-shot Image Generation via Adaptation-Aware Kernel Modulation 29 Oct 2022 yunqing-me/AdAM/gan_metrics/fid_score.py fa02bf7e7932504d unverified MIT (permissive)
ZITS++: Image Inpainting by Improving the Incremental Transformer on Structural Priors 12 Oct 2022 ewrfcas/zits-plusplus/inpainting_metric.py 1c2fb75a32c87a57 unverified Apache-2.0 (permissive)
MoDi: Unconditional Motion Synthesis from Diverse Data 16 Jun 2022 sigal-raab/modi/evaluate.py eb3bb72cda478b53 unverified MIT (permissive)
Incremental Transformer Structure Enhanced Image Inpainting with Masking Positional Encoding 2 Mar 2022 dqiaole/zits/src/inpainting_metrics.py 1c2fb75a32c87a57 unverified Apache-2.0 (permissive)
DALL-Eval: Probing the Reasoning Skills and Social Biases of Text-to-Image Generation Models 8 Feb 2022 j-min/dalleval/quality/FID/fid_score.py 177298ecedde13ed ran · our draft was wrong MIT (permissive)
GANs Can Play Lottery Tickets Too 31 May 2021 VITA-Group/GAN-LTH/src/CycleGAN/fid_score.py d8301c10a2c6eab7 unverified MIT (permissive)
On Fast Sampling of Diffusion Probabilistic Models 31 May 2021 FengNiMa/FastDPM_pytorch/pytorch_fid/fid_score.py bd88683e6bd4454d unverified MIT (permissive)
Improving Generation and Evaluation of Visual Stories via Semantic Consistency 20 May 2021 adymaharana/StoryViz/vfid/fid_score.py 1a92c2ee141e707f unverified MIT (permissive)
Improving Generation and Evaluation of Visual Stories via Semantic Consistency 20 May 2021 adymaharana/StoryViz/vfid/vfid_score.py eec8014aaf0ca309 unverified MIT (permissive)
Learning a Sketch Tensor Space for Image Inpainting of Man-made Scenes 28 Mar 2021 ewrfcas/MST_inpainting/src/metrics.py 1c2fb75a32c87a57 unverified MIT (permissive)
GAN Slimming: All-in-One GAN Compression by A Unified Optimization Framework 25 Aug 2020 TAMU-VITA/GAN-Slimming/utils/fid_score.py 6855707db474b0fe unverified MIT (permissive)
Off-Policy Reinforcement Learning for Efficient and Effective GAN Architecture Search 17 Jul 2020 Yuantian013/E2GAN/eval/utils/fid_score.py 6917ffcb1214d74f unverified MIT (permissive)
Differentiable Augmentation for Data-Efficient GAN Training 18 Jun 2020 milmor/LadaGAN-pytorch/fid.py c5a04d1cab5f16a8 unverified MIT (permissive)
Differentiable Augmentation for Data-Efficient GAN Training 18 Jun 2020 uzielroy/StyleGan_FewShot/metric/fid_score.py 9128352cd567690a unverified MIT (permissive)
AutoGAN-Distiller: Searching to Compress Generative Adversarial Networks 15 Jun 2020 vita-group/gan-slimming/utils/fid_score.py 6855707db474b0fe unverified MIT (permissive)
Training Generative Adversarial Networks with Limited Data 11 Jun 2020 sangyun884/Face2Webtoon/gan_metrics_pytorch/fid_score.py fa02bf7e7932504d unverified MIT (permissive)
GIQA: Generated Image Quality Assessment 19 Mar 2020 cientgu/GIQA/knn_score.py 00e0b678607f658d unverified no licence file found · pointer only
GIQA: Generated Image Quality Assessment 19 Mar 2020 cientgu/GIQA/gmm_score.py cc953c1ed1bce51e unverified no licence file found · pointer only
Improved Baselines with Momentum Contrastive Learning 9 Mar 2020 lavoiems/SADt/src/common/evaluation/fid.py e31ff5999b5f7a9f unverified MIT (permissive)
GANwriting: Content-Conditioned Generation of Styled Handwritten Word Images 5 Mar 2020 omni-us/research-GANwriting/fid_folder/fid_score_crop64x64.py e2529e07f0fa1a3f unverified MIT (permissive)
Learning Canonical Representations for Scene Graph to Image Generation 16 Dec 2019 roeiherz/CanonicalSg2Im/evaluation/fid_tf.py 6917ffcb1214d74f unverified MIT (permissive)
Learning Canonical Representations for Scene Graph to Image Generation 16 Dec 2019 roeiherz/CanonicalSg2Im/evaluation/fid/fid_score.py 94ea5856a1451de8 unverified MIT (permissive)
AdversarialNAS: Adversarial Neural Architecture Search for GANs 4 Dec 2019 chengaopro/AdversarialNAS/utils/fid_score.py 6917ffcb1214d74f unverified MIT (permissive)
Gradient penalty from a maximum margin perspective 15 Oct 2019 AlexiaJM/MaximumMarginGANs/Code/fid.py 6917ffcb1214d74f unverified MIT (permissive)
U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation 25 Jul 2019 sangyun884/WebtoonFaces/gan_metrics_pytorch/fid_score.py fa02bf7e7932504d unverified MIT (permissive)
Perceptual Generative Autoencoders 25 Jun 2019 zj10/PGA/src/fid.py 744bd707d0fa38ac unverified MIT (permissive)
SinGAN: Learning a Generative Model from a Single Natural Image 2 May 2019 CREVIOS/MediSinGAN/SinGAN_pytorch/SIFID/sifid_score.py ad99ad5ed3ed94c9 unverified MIT (permissive)
DM-GAN: Dynamic Memory Generative Adversarial Networks for Text-to-Image Synthesis 2 Apr 2019 MinfengZhu/DM-GAN/eval/FID/fid_score.py 177298ecedde13ed ran · our draft was wrong MIT (permissive)
Non-Adversarial Image Synthesis with Generative Latent Nearest Neighbors 21 Dec 2018 yedidh/glann/fid_score.py e26fd7f7907c2fc4 unverified BSD-3-Clause (permissive)
To learn image super-resolution, use a GAN to learn how to do image degradation first 30 Jul 2018 jingyang2017/Face-and-Image-super-resolution/fid_score.py c23cd3a663e75318 ran · our draft was wrong MIT (permissive)
Differentiable Compositional Kernel Learning for Gaussian Processes 12 Jun 2018 thjashin/spectral-stein-grad/utils/fid.py 6917ffcb1214d74f unverified MIT (permissive)
Assessing Generative Models via Precision and Recall 31 May 2018 ok1zjf/lbae/fid.py 664d8c6c98c4ce7c unverified MIT (permissive)
A Variational Inequality Perspective on Generative Adversarial Networks 28 Feb 2018 GauthierGidel/Variational-Inequality-GAN/tflib/fid.py 2184aa68b057372e unverified MIT recorded; this copy not marked cleared · pointer only
Progressive Growing of GANs for Improved Quality, Stability, and Variation 27 Oct 2017 NikhitaMethwani/Deep-Fakes-Cars-Generation/metrics/frechet_inception_distance.py 38cc003d233d5e97 unverified MIT (permissive)
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks 30 Mar 2017 ranery/Bayesian-CycleGAN/evaluation/fid.py 91628fe016b3b141 unverified MIT (permissive)
Generative Adversarial Networks 10 Jun 2014 WANG-Chaoyue/EvolutionaryGAN-pytorch/TTUR/fid.py 94205294f9246f20 unverified MIT (permissive)
arXiv:aaai_28210 AnonymousPony/adap-edit/metrics/fid_score.py c70d258cbceaa86d unverified Apache-2.0 (permissive)
arXiv:Han_UIBDiffusion_Universal_Imperceptible_Backdoor_Attack_for_Diffusion_Models_CVPR_2025_paper TheLaoLab/UIBDiffusion/fid_score.py a17aa1b06ec919e8 unverified MIT (permissive)
arXiv:Guo_Painting_From_Part_ICCV_2021_paper zhenglab/partpainting/scores/fid_score.py c7dceb995ab5a16b unverified MIT (permissive)
arXiv:Chou_How_to_Backdoor_Diffusion_Models_CVPR_2023_paper IBM/BadDiffusion/fid_score.py a17aa1b06ec919e8 unverified Apache-2.0 (permissive)

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