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Perceptual Hashing of Deep Convolutional Neural Networks for Model Copy Detection

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/s11263-015-0816-yopenalex-snapshot
ImageNet Large Scale Visual Recognition Challenge
inferredcites →https://doi.org/10.1007/s13369-018-3454-1openalex-snapshot
A Novel Liver Image Classification Method Using Perceptual Hash-Based Convolutional Neural Network
inferredcites →https://doi.org/10.1016/j.comcom.2019.12.016openalex-snapshot
AFA: Adversarial fingerprinting authentication for deep neural networks
inferredcites →https://doi.org/10.1016/j.knosys.2022.108843openalex-snapshot
Step by step: A hierarchical framework for multi-hop knowledge graph reasoning with reinforcement learning
inferredcites →https://doi.org/10.1016/j.patrec.2005.10.010openalex-snapshot
An introduction to ROC analysis
inferredcites →https://doi.org/10.1016/j.sigpro.2009.05.016openalex-snapshot
A novel image hash algorithm resistant to print–scan
inferredcites →https://doi.org/10.1093/biomet/52.3-4.591openalex-snapshot
An Analysis of Variance Test for Normality (Complete Samples)
inferredcites →https://doi.org/10.1109/5.726791openalex-snapshot
Gradient-based learning applied to document recognition
inferredcites →https://doi.org/10.1109/access.2018.2803446openalex-snapshot
A Self-Adaptive Deep Learning-Based System for Anomaly Detection in 5G Networks
inferredcites →https://doi.org/10.1109/cvpr.1993openalex-snapshot
Proceedings of IEEE Conference on Computer Vision and Pattern Recognition
inferredcites →https://doi.org/10.1109/cvpr.2016.90openalex-snapshot
Deep Residual Learning for Image Recognition
inferredcites →https://doi.org/10.1109/cvpr.2017.19openalex-snapshot
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network
inferredcites →https://doi.org/10.1109/cvpr.2017.243openalex-snapshot
Densely Connected Convolutional Networks
inferredcites →https://doi.org/10.1109/cvpr.2018.00474openalex-snapshot
MobileNetV2: Inverted Residuals and Linear Bottlenecks
inferredcites →https://doi.org/10.1109/cvpr42600.2020.00158openalex-snapshot
Multi-Dimensional Pruning: A Unified Framework for Model Compression
inferredcites →https://doi.org/10.1109/cvprw.2017.150openalex-snapshot
NTIRE 2017 Challenge on Single Image Super-Resolution: Dataset and Study
inferredcites →https://doi.org/10.1109/cvprw50498.2020.00366openalex-snapshot
Neural Network Compression Using Higher-Order Statistics and Auxiliary Reconstruction Losses
inferredcites →https://doi.org/10.1109/icmla.2015.152openalex-snapshot
MLaaS: Machine Learning as a Service
inferredcites →https://doi.org/10.1109/ijcnn.2003.1223944openalex-snapshot
Proceedings Of The International Joint Conference On Neural Networks 2003
inferredcites →https://doi.org/10.1109/ijcnn.2011.6033395openalex-snapshot
The German Traffic Sign Recognition Benchmark: A multi-class classification competition
inferredcites →https://doi.org/10.1109/sp.2017.49openalex-snapshot
Towards Evaluating the Robustness of Neural Networks
inferredcites →https://doi.org/10.1109/tai.2021.3068322openalex-snapshot
SemanticHash: Hash Coding Via Semantics-Guided Label Prototype Learning
inferredcites →https://doi.org/10.1109/tbdata.2016.2515640openalex-snapshot
Learning Visual Semantic Relationships for Efficient Visual Retrieval
inferredcites →https://doi.org/10.1109/tcsvt.2021.3121987openalex-snapshot
UAV-Satellite View Synthesis for Cross-View Geo-Localization
inferredcites →https://doi.org/10.1109/tcsvt.2022.3164190openalex-snapshot
Progressive Meta-Learning With Curriculum
inferredcites →https://doi.org/10.1109/tdsc.2022.3196790openalex-snapshot
Evaluating the Robustness of Trigger Set-Based Watermarks Embedded in Deep Neural Networks
inferredcites →https://doi.org/10.1109/tifs.2006.873601openalex-snapshot
Robust and secure image hashing
inferredcites →https://doi.org/10.1109/tifs.2016.2601065openalex-snapshot
Effective and Efficient Global Context Verification for Image Copy Detection
inferredcites →https://doi.org/10.1109/tifs.2020.2971142openalex-snapshot
Fractal Coding-Based Robust and Alignment-Free Fingerprint Image Hashing
inferredcites →https://doi.org/10.1109/tip.2009.2038637openalex-snapshot
Perceptual Image Hashing Based on Virtual Watermark Detection
inferredcites →https://doi.org/10.1109/tkde.2018.2837745openalex-snapshot
Robust Image Hashing with Tensor Decomposition
inferredcites →https://doi.org/10.1109/tkde.2021.3131188openalex-snapshot
Efficient Hashing Method Using 2D-2D PCA for Image Copy Detection
inferredcites →https://doi.org/10.1109/tpami.2021.3064850openalex-snapshot
Deep Model Intellectual Property Protection via Deep Watermarking
inferredcites →https://doi.org/10.1109/tsusc.2019.2930526openalex-snapshot
MIASec: Enabling Data Indistinguishability Against Membership Inference Attacks in MLaaS
inferredcites →https://doi.org/10.1145/2463676.2465274openalex-snapshot
Inter-media hashing for large-scale retrieval from heterogeneous data sources
inferredcites →https://doi.org/10.1145/3078971.3078974openalex-snapshot
Embedding Watermarks into Deep Neural Networks
inferredcites →https://doi.org/10.1145/3196494.3196550openalex-snapshot
Protecting Intellectual Property of Deep Neural Networks with Watermarking
inferredcites →https://doi.org/10.1145/3240765.3240862openalex-snapshot
Watermarking deep neural networks for embedded systems
inferredcites →https://doi.org/10.1145/3314051openalex-snapshot
From Selective Deep Convolutional Features to Compact Binary Representations for Image Retrieval
inferredcites →https://doi.org/10.1145/3355394openalex-snapshot
Efficient Image Hashing with Geometric Invariant Vector Distance for Copy Detection
inferredcites →https://doi.org/10.1145/3418215openalex-snapshot
Fine-Grained Visual Computing Based on Deep Learning
inferredcites →https://doi.org/10.1145/3433210.3437526openalex-snapshot
IPGuard: Protecting Intellectual Property of Deep Neural Networks via Fingerprinting the Classification Boundary
inferredcites →https://doi.org/10.1145/3458280openalex-snapshot
Equivariant Adversarial Network for Image-to-image Translation
inferredcites →https://doi.org/10.1145/3460319.3464816openalex-snapshot
ModelDiff: testing-based DNN similarity comparison for model reuse detection
inferredcites →https://doi.org/10.1145/3485665openalex-snapshot
Shuffle-invariant Network for Action Recognition in Videos
inferredcites →https://doi.org/10.1145/3503927openalex-snapshot
Scenario-Aware Recurrent Transformer for Goal-Directed Video Captioning
inferredcites →https://doi.org/10.1609/aaai.v30i1.10235openalex-snapshot
Deep Hashing Network for Efficient Similarity Retrieval
inferredcites →https://doi.org/10.1609/aaai.v34i07.6976openalex-snapshot
Model Watermarking for Image Processing Networks
inferredcites →https://doi.org/10.17487/rfc1321openalex-snapshot
The MD5 Message-Digest Algorithm
inferredcites →https://doi.org/10.3115/v1/p14-5010openalex-snapshot
The Stanford CoreNLP Natural Language Processing Toolkit
inferredcites →https://doi.org/10.3390/app9152972openalex-snapshot
An Improved Perceptual Hash Algorithm Based on U-Net for the Authentication of High-Resolution Remote Sensing Image
inferredcites →https://doi.org/10.48550/arxiv.1409.1556openalex-snapshot
Very Deep Convolutional Networks for Large-Scale Image Recognition
inferredcites →https://doi.org/10.48550/arxiv.1912.00888openalex-snapshot
Deep Neural Network Fingerprinting by Conferrable Adversarial Examples
inferredcites →https://doi.org/10.48550/arxiv.2010.15824openalex-snapshot
Passport-aware Normalization for Deep Model Protection
inferredcites →https://doi.org/10.48550/arxiv.2108.02360openalex-snapshot
Exploring Structure Consistency for Deep Model Watermarking
inferredcites →https://doi.org/10.5244/c.26.135openalex-snapshot
Low-Complexity Single-Image Super-Resolution based on Nonnegative Neighbor Embedding
inferredcites →https://doi.org/10.57702/zp44cu3gopenalex-snapshot
Learning Multiple Layers of Features from Tiny Images
inferredcites →https://doi.org/10.7551/mitpress/11474.003.0014openalex-snapshot
Neural Information Processing Systems

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1016/j.engappai.2025.113024openalex-snapshot
Intellectual property protection for deep learning model and dataset intelligence
inferred← citeshttps://doi.org/10.1016/j.eswa.2025.127706openalex-snapshot
Model authentication hashing: Identifying pirated neural network models
inferred← citeshttps://doi.org/10.1016/j.patcog.2026.113568openalex-snapshot
KRCapVLM: Beam-guided knowledge replay for knowledge-rich image captioning using vision-language model
inferred← citeshttps://doi.org/10.1016/j.ymssp.2026.114706openalex-snapshot
Cooperative feature extraction for state monitoring of multiple motors in hub-driven electric vehicles
inferred← citeshttps://doi.org/10.1049/cit2.12306openalex-snapshot
Image and video analysis using graph neural network for Internet of Medical Things and computer vision applications
inferred← citeshttps://doi.org/10.1109/cvpr52734.2025.01878openalex-snapshot
Graph-Embedded Structure-Aware Perceptual Hashing for Neural Network Protection and Piracy Detection
inferred← citeshttps://doi.org/10.1109/cvprw63382.2024.00217openalex-snapshot
Multi-bit, Black-box Watermarking of Deep Neural Networks in Embedded Applications
inferred← citeshttps://doi.org/10.1109/icmsci62561.2025.10894446openalex-snapshot
Hybrid Data Fusion for Elegant Emotion Recognition in Cloud-Based Big Data Systems
inferred← citeshttps://doi.org/10.1109/jiot.2026.3717885openalex-snapshot
MLMAC: MAC-Like Model Identity for Edge IoT AI Agents Using Behavioral Vectors and Fuzzy Extraction
inferred← citeshttps://doi.org/10.1109/lsp.2024.3465898openalex-snapshot
Robust Hashing for Neural Network Models via Heterogeneous Graph Representation
inferred← citeshttps://doi.org/10.1109/mipr70517.2026.00032openalex-snapshot
A Harmless Owner-Specific Verification Scheme for DNN Copyright Protection
inferred← citeshttps://doi.org/10.1109/tdsc.2025.3560426openalex-snapshot
Neural Network Watermarking With Hierarchical Recoverability
inferred← citeshttps://doi.org/10.1109/tdsc.2025.3571715openalex-snapshot
LOGO-Based Intellectual Property Right Protection Scheme for GANs on FPGA
inferred← citeshttps://doi.org/10.1109/tifs.2025.3607234openalex-snapshot
Division and Union: Latent Model Watermarking
inferred← citeshttps://doi.org/10.1109/tifs.2026.3716233openalex-snapshot
Zero-Knowledge Proof-Based IP Protection of Visual Large Models of Autonomous Driving
inferred← citeshttps://doi.org/10.1109/wifs58808.2023.10374926openalex-snapshot
Recoverable Active Protection Framework for Neural Network Models
inferred← citeshttps://doi.org/10.1145/3600234openalex-snapshot
Robust Hashing via Global and Local Invariant Features for Image Copy Detection
inferred← citeshttps://doi.org/10.1145/3650112openalex-snapshot
Robust Image Hashing via CP Decomposition and DCT for Copy Detection
inferred← citeshttps://doi.org/10.1145/3656047openalex-snapshot
Dual Dynamic Threshold Adjustment Strategy
inferred← citeshttps://doi.org/10.1145/3665249openalex-snapshot
Online Cross-modal Hashing With Dynamic Prototype
inferred← citeshttps://doi.org/10.1145/3704636openalex-snapshot
Multi-scale Consistency Deep Lifelong Cross-modal Hashing
inferred← citeshttps://doi.org/10.1145/3727880openalex-snapshot
A Survey of Perceptual Hashing for Multimedia
inferred← citeshttps://doi.org/10.1145/3735135openalex-snapshot
MoHGCN: Momentum Hypergraph Convolution Network for Cross-modal Retrieval
inferred← citeshttps://doi.org/10.1145/3746027.3755264openalex-snapshot
MADPHash: Manipulation-Aware Deep Perceptual Hashing using Feature Consistency
inferred← citeshttps://doi.org/10.1145/3747297openalex-snapshot
Robust and Secure Hashing Towards Pirated Neural Network Model Detection
inferred← citeshttps://doi.org/10.1145/3773028openalex-snapshot
Securing Large Language Models: A Survey of Watermarking and Fingerprinting Techniques
inferred← citeshttps://doi.org/10.1145/3778121openalex-snapshot
NNFMAC: A Neural Network Fingerprinting-Based Model Authentication Code Scheme
inferred← citeshttps://doi.org/10.1145/3832322openalex-snapshot
Global-local Temporal Modeling Enhanced 2DCNN with Category-supervised Contrastive Learning for Action Recognition
inferred← citeshttps://doi.org/10.52783/tjjpt.v44.i3.2310openalex-snapshot
A Review Study on various Image Security Techniques and Emerging trends for Visual Data Protection
inferred← citeshttps://doi.org/10.7717/peerj-cs.1671openalex-snapshot
Swarm intelligence-based packet scheduling for future intelligent networks
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