CUTS: A Deep Learning and Topological Framework for Multigranular Unsupervised Medical Image Segmentation Sep 23, 2022 Contrastive Learning Image Segmentation
Code Code Available 5 CutPaste: Self-Supervised Learning for Anomaly Detection and Localization Apr 8, 2021 Anomaly Classification Anomaly Detection
Code Code Available 5 D2C: Diffusion-Decoding Models for Few-Shot Conditional Generation Dec 1, 2021 Conditional Image Generation Image Generation
Code Code Available 5 CVF-SID: Cyclic multi-Variate Function for Self-Supervised Image Denoising by Disentangling Noise from Image Mar 24, 2022 Denoising Image Denoising
Code Code Available 5 Adversarial Masking for Self-Supervised Learning Jan 31, 2022 Representation Learning Self-Supervised Learning
Code Code Available 5 DAS-N2N: Machine learning Distributed Acoustic Sensing (DAS) signal denoising without clean data Apr 17, 2023 Denoising Self-Supervised Learning
Code Code Available 5 CARLANE: A Lane Detection Benchmark for Unsupervised Domain Adaptation from Simulation to multiple Real-World Domains Jun 16, 2022 2D Semantic Segmentation Autonomous Driving
Code Code Available 5 data2vec-aqc: Search for the right Teaching Assistant in the Teacher-Student training setup Nov 2, 2022 Automatic Speech Recognition (ASR) Language Modeling
Code Code Available 5 3D Object Detection with a Self-supervised Lidar Scene Flow Backbone May 2, 2022 3D Object Detection Object
Code Code Available 5 Data-Centric Learning from Unlabeled Graphs with Diffusion Model Mar 17, 2023 Denoising Graph Property Prediction
Code Code Available 5 A Review on Self-Supervised Learning for Time Series Anomaly Detection: Recent Advances and Open Challenges Jan 25, 2025 Anomaly Detection Diversity
Code Code Available 5 CASS: Cross Architectural Self-Supervision for Medical Image Analysis Jun 8, 2022 Classification Medical Image Analysis
Code Code Available 5 Consistency-based Self-supervised Learning for Temporal Anomaly Localization Aug 10, 2022 Anomaly Detection In Surveillance Videos Anomaly Localization
Code Code Available 5 Improving Self-Supervised Learning by Characterizing Idealized Representations Sep 13, 2022 Contrastive Learning Self-Supervised Learning
Code Code Available 5 GraphAlign: Pretraining One Graph Neural Network on Multiple Graphs via Feature Alignment Jun 5, 2024 Graph Neural Network Self-Supervised Learning
Code Code Available 5 COSMOS: Catching Out-of-Context Misinformation with Self-Supervised Learning Jan 15, 2021 Benchmarking Misinformation
Code Code Available 5 Adversarial Self-Supervised Contrastive Learning Jun 13, 2020 Adversarial Attack Contrastive Learning
Code Code Available 5 Container: Context Aggregation Networks Dec 1, 2021 Inductive Bias Instance Segmentation
Code Code Available 5 A Discrepancy Aware Framework for Robust Anomaly Detection Oct 11, 2023 Anomaly Detection Decoder
Code Code Available 5 Causal Unsupervised Semantic Segmentation Oct 11, 2023 Causal Inference Prediction
Code Code Available 5 GrainSpace: A Large-scale Dataset for Fine-grained and Domain-adaptive Recognition of Cereal Grains Mar 10, 2022 Domain Adaptation Self-Supervised Learning
Code Code Available 5 Detecting Backdoors in Pre-trained Encoders Mar 23, 2023 Self-Supervised Learning
Code Code Available 5 CCC-wav2vec 2.0: Clustering aided Cross Contrastive Self-supervised learning of speech representations Oct 5, 2022 Automatic Speech Recognition (ASR) Clustering
Code Code Available 5 CCGL: Contrastive Cascade Graph Learning Jul 27, 2021 Data Augmentation Graph Learning
Code Code Available 5 A Self-Correcting Sequential Recommender Mar 4, 2023 Self-Supervised Learning Sequential Recommendation
Code Code Available 5 CCVS: Context-aware Controllable Video Synthesis Jul 16, 2021 Decoder Optical Flow Estimation
Code Code Available 5 CDFSL-V: Cross-Domain Few-Shot Learning for Videos Sep 7, 2023 Action Recognition Cross-Domain Few-Shot
Code Code Available 5 Deep learning powered real-time identification of insects using citizen science data Jun 4, 2023 Management Self-Supervised Learning
Code Code Available 5 Graph Barlow Twins: A self-supervised representation learning framework for graphs Jun 4, 2021 Contrastive Learning Graph Representation Learning
Code Code Available 5 ECONET: Effective Continual Pretraining of Language Models for Event Temporal Reasoning Dec 30, 2020 Continual Pretraining Language Modelling
Code Code Available 5 Internet Explorer: Targeted Representation Learning on the Open Web Feb 27, 2023 Classification GPU
Code Code Available 5 Deep Unfolded Tensor Robust PCA with Self-supervised Learning Dec 21, 2022 Bayesian Optimization Self-Supervised Learning
Code Code Available 5 A Self-Supervised Gait Encoding Approach with Locality-Awareness for 3D Skeleton Based Person Re-Identification Sep 5, 2020 Contrastive Learning Person Re-Identification
Code Code Available 5 Defending Against Patch-based Backdoor Attacks on Self-Supervised Learning Apr 4, 2023 Data Poisoning Self-Supervised Learning
Code Code Available 5 Intrinsically Motivated Goal Exploration Processes with Automatic Curriculum Learning Aug 7, 2017 Developmental Learning Multi-Goal Reinforcement Learning
Code Code Available 5 Discriminative and Consistent Representation Distillation Jul 16, 2024 Causal Inference Contrastive Learning
Code Code Available 5 DeiT III: Revenge of the ViT Apr 14, 2022 Data Augmentation image-classification
Code Code Available 5 Change-Aware Sampling and Contrastive Learning for Satellite Images Jan 1, 2023 Change Detection Contrastive Learning
Code Code Available 5 DeLoRes: Decorrelating Latent Spaces for Low-Resource Audio Representation Learning Mar 25, 2022 Representation Learning Self-Supervised Learning
Code Code Available 5 Channel-Wise Attention-Based Network for Self-Supervised Monocular Depth Estimation Dec 24, 2021 Depth Estimation Depth Prediction
Code Code Available 5 Chaos is a Ladder: A New Theoretical Understanding of Contrastive Learning via Augmentation Overlap Mar 25, 2022 ARC Contrastive Learning
Code Code Available 5 Mitigating Memorization of Noisy Labels via Regularization between Representations Oct 18, 2021 Learning with noisy labels Memorization
Code Code Available 5 An Embarrassingly Simple Backdoor Attack on Self-supervised Learning Oct 13, 2022 Adversarial Robustness Backdoor Attack
Code Code Available 5 Denoised Self-Augmented Learning for Social Recommendation May 22, 2023 Self-Supervised Learning Transfer Learning
Code Code Available 5 Charting the Right Manifold: Manifold Mixup for Few-shot Learning Jul 28, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Chasing Clouds: Differentiable Volumetric Rasterisation of Point Clouds as a Highly Efficient and Accurate Loss for Large-Scale Deformable 3D Registration Jan 1, 2023 Self-Supervised Learning
Code Code Available 5 ChemBERTa-2: Towards Chemical Foundation Models Sep 5, 2022 Molecular Property Prediction Self-Supervised Learning
Code Code Available 5 A self-supervised learning strategy for postoperative brain cavity segmentation simulating resections May 24, 2021 Image Segmentation Segmentation
Code Code Available 5 Graph Contrastive Learning Automated Jun 10, 2021 Contrastive Learning Representation Learning
Code Code Available 5 GMML is All you Need May 30, 2022 All Data Augmentation
Code Code Available 5 