mlsanityData to 7 Oct 2026

Resnet in Resnet: Generalizing Residual Architectures

arXiv 1603.08029 ↗First posted 25 Mar 2016cs.LG cs.CV cs.NEcited by 110

Not on the map. Why?

Abstract (arXiv)

Residual networks (ResNets) have recently achieved state-of-the-art on challenging computer vision tasks. We introduce Resnet in Resnet (RiR): a deep dual-stream architecture that generalizes ResNets and standard CNNs and is easily implemented with no computational overhead. RiR consistently improves performance over ResNets, outperforms architectures with similar amounts of augmentation on CIFAR-10, and establishes a new state-of-the-art on CIFAR-100.

Key facts. Cited by 110 papers in the map (data through 7 Oct 2026). First posted on arXiv 25 Mar 2016.

Builds on

No reference list yet.

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 8; 2022: 16; 2023: 19; 2024: 28; 2025: 24; 2026: 15.

110 papers.

Sort:

By area:

  1. 2021Score-Based Generative Classifierscited by 53
  2. 2022Deep Learning-Enabled Semantic Communication Systems with Task-Unaware Transmitter and Dynamic Datacited by 36
  3. 2022Transformer based multiple instance learning for weakly supervised histopathology image segmentationcited by 26
  4. 2023Grid-Centric Traffic Scenario Perception for Autonomous Driving: A Comprehensive Reviewcited by 25
  5. 2022A Survey on Training Challenges in Generative Adversarial Networks for Biomedical Image Analysiscited by 24
  6. 2023Machine Learning for Autonomous Vehicle's Trajectory Prediction: A comprehensive survey, Challenges, and Future Research Directionscited by 23
  7. 2022The Larger The Fairer? Small Neural Networks Can Achieve Fairness for Edge Devicescited by 21
  8. 2022Federated Learning with Heterogeneous Architectures using Graph HyperNetworkscited by 17
  9. 2023Debiasing Counterfactuals In the Presence of Spurious Correlationscited by 12
  10. 2025A versatile foundation model for cine cardiac magnetic resonance image analysis taskscited by 12
  11. 2023AnuraSet: A dataset for benchmarking Neotropical anuran calls identification in passive acoustic monitoringcited by 10
  12. 2023ARTxAI: Explainable Artificial Intelligence Curates Deep Representation Learning for Artistic Images using Fuzzy Techniquescited by 10
38 more
  1. 2024Exploration of Multi-Scale Image Fusion Systems in Intelligent Medical Image Analysiscited by 10
  2. 2021Color2Embed: Fast Exemplar-Based Image Colorization using Color Embeddingscited by 9
  3. 2022Learning Neuro-symbolic Programs for Language Guided Robot Manipulationcited by 9
  4. 2023Muffin: A Framework Toward Multi-Dimension AI Fairness by Uniting Off-the-Shelf Modelscited by 8
  5. 2021Detecting Backdoor in Deep Neural Networks via Intentional Adversarial Perturbationscited by 6
  6. 2021GrADE: A graph based data-driven solver for time-dependent nonlinear partial differential equationscited by 6
  7. 2022Video-based Human Action Recognition using Deep Learning: A Reviewcited by 6
  8. 2023Multi-Context Dual Hyper-Prior Neural Image Compressioncited by 6
  9. 2024Generative Semantic Communication for Joint Image Transmission and Segmentationcited by 6
  10. 2022A Fast Blockchain-based Federated Learning Framework with Compressed Communicationscited by 5
  11. 2023Training Large Scale Polynomial CNNs for E2E Inference over Homomorphic Encryptioncited by 5
  12. 2024LCD-Net: A Lightweight Remote Sensing Change Detection Network Combining Feature Fusion and Gating Mechanismcited by 5
  13. 2021CONetV2: Efficient Auto-Channel Size Optimization for CNNscited by 4
  14. 2023CoDBench: A Critical Evaluation of Data-driven Models for Continuous Dynamical Systemscited by 4
  15. 2023MathNAS: If Blocks Have a Role in Mathematical Architecture Designcited by 4
  16. 2024CG-FedLLM: How to Compress Gradients in Federated Fune-tuning for Large Language Modelscited by 4
  17. 2025Which2comm: An Efficient Collaborative Perception Framework for 3D Object Detectioncited by 4
  18. 2025Improving Generalization Ability of Robotic Imitation Learning by Resolving Causal Confusion in Observationscited by 4
  19. 2021An overview of deep learning techniques for epileptic seizures detection and prediction based on neuroimaging modalities: Methods, challenges, and future workscited by 3
  20. 2022Concept Evolution in Deep Learning Training: A Unified Interpretation Framework and Discoveriescited by 3
  21. 2022How Far Can I Go ? : A Self-Supervised Approach for Deterministic Video Depth Forecastingcited by 3
  22. 2023Hedonic Prices and Quality Adjusted Price Indices Powered by AIcited by 3
  23. 2023k-NNN: Nearest Neighbors of Neighbors for Anomaly Detectioncited by 3
  24. 2024FH-SSTNet: Forehead Creases based User Verification using Spatio-Spatial Temporal Networkcited by 3
  25. 2024CAF-YOLO: A Robust Framework for Multi-Scale Lesion Detection in Biomedical Imagerycited by 3
  26. 2024Light Field Image Quality Assessment With Auxiliary Learning Based on Depthwise and Anglewise Separable Convolutionscited by 3
  27. 2025BrainNet-MoE: Brain-Inspired Mixture-of-Experts Learning for Neurological Disease Identificationcited by 3
  28. 2021Towards Robust Real-time Audio-Visual Speech Enhancementcited by 2
  29. 2022Food Recipe Recommendation Based on Ingredients Detection Using Deep Learningcited by 2
  30. 2023CA2T-Net: Category-Agnostic 3D Articulation Transfer from Single Imagecited by 2
  31. 2023VN-Solver: Vision-based Neural Solver for Combinatorial Optimization over Graphscited by 2
  32. 2024Promoting CNNs with Cross-Architecture Knowledge Distillation for Efficient Monocular Depth Estimationcited by 2
  33. 2024Data-Algorithm-Architecture Co-Optimization for Fair Neural Networks on Skin Lesion Datasetcited by 2
  34. 2024Know2Vec: A Black-Box Proxy for Neural Network Retrievalcited by 2
  35. 2025UltraLightSqueezeNet: A Deep Learning Architecture for Malaria Classification with up to 54x fewer trainable parameters for resource constrained devicescited by 2
  36. 2025Deep Neural Networks Inspired by Differential Equationscited by 2
  37. 2026Temporal Difference Learning with Constrained Initial Representationscited by 2
  38. 2026Don't let the information slip awaycited by 2

50 most cited of 110 All 110 (JSON)