Unsupervised Domain Generalization by Learning a Bridge Across Domains Dec 4, 2021 Domain Generalization Self-Supervised Learning
Code Code Available 3rd Place: A Global and Local Dual Retrieval Solution to Facebook AI Image Similarity Challenge Dec 4, 2021 GPU Retrieval
Code Code Available Self-Supervised Material and Texture Representation Learning for Remote Sensing Tasks Dec 3, 2021 Change Detection Inductive Bias
Code Code Available Novel Class Discovery in Semantic Segmentation Dec 3, 2021 image-classification Image Classification
Code Code Available The Surprising Effectiveness of Representation Learning for Visual Imitation Dec 2, 2021 Imitation Learning Representation Learning
Code Code Available TransFGU: A Top-down Approach to Fine-Grained Unsupervised Semantic Segmentation Dec 2, 2021 Segmentation Self-Supervised Learning
Code Code Available A Fast Knowledge Distillation Framework for Visual Recognition Dec 2, 2021 image-classification Image Classification
Code Code Available D2C: Diffusion-Decoding Models for Few-Shot Conditional Generation Dec 1, 2021 Conditional Image Generation Image Generation
Code Code Available TTT++: When Does Self-Supervised Test-Time Training Fail or Thrive? Dec 1, 2021 Contrastive Learning Self-Supervised Learning
Code Code Available Container: Context Aggregation Networks Dec 1, 2021 Inductive Bias Instance Segmentation
Code Code Available Object-Aware Cropping for Self-Supervised Learning Dec 1, 2021 Data Augmentation Object
Code Code Available Self-supervised Autoregressive Domain Adaptation for Time Series Data Nov 29, 2021 Domain Adaptation Self-Supervised Learning
Code Code Available Similarity Contrastive Estimation for Self-Supervised Soft Contrastive Learning Nov 29, 2021 Contrastive Learning Linear evaluation
Code Code Available Self-Supervised Pre-Training of Swin Transformers for 3D Medical Image Analysis Nov 29, 2021 Anatomy Computed Tomography (CT)
Code Code Available SLA^2P: Self-supervised Anomaly Detection with Adversarial Perturbation Nov 25, 2021 Anomaly Detection Pseudo Label
Code Code Available Robust Equivariant Imaging: a fully unsupervised framework for learning to image from noisy and partial measurements Nov 25, 2021 Self-Supervised Learning
Code Code Available DABS: A Domain-Agnostic Benchmark for Self-Supervised Learning Nov 23, 2021 Self-Supervised Learning
Code Code Available Self-Supervised Pre-Training for Transformer-Based Person Re-Identification Nov 23, 2021 Domain Adaptation Person Re-Identification
Code Code Available Music Classification: Beyond Supervised Learning, Towards Real-world Applications Nov 23, 2021 Classification Information Retrieval
Code Code Available SSR: An Efficient and Robust Framework for Learning with Unknown Label Noise Nov 22, 2021 Image Classification Learning with noisy labels
Code Code Available Why Do Self-Supervised Models Transfer? Investigating the Impact of Invariance on Downstream Tasks Nov 22, 2021 Data Augmentation Representation Learning
Code Code Available Benchmarking Detection Transfer Learning with Vision Transformers Nov 22, 2021 Benchmarking object-detection
Code Code Available Self-supervised Re-renderable Facial Albedo Reconstruction from Single Image Nov 16, 2021 3D Face Reconstruction Attribute
Code Code Available 2nd Place Solution to Facebook AI Image Similarity Challenge Matching Track Nov 15, 2021 Self-Supervised Learning
Code Code Available Masked Autoencoders Are Scalable Vision Learners Nov 11, 2021 Decoder Domain Generalization
Code Code Available Self-Supervised Multi-Object Tracking with Cross-Input Consistency Nov 10, 2021 Multi-Object Tracking Object Tracking
Code Code Available Self-Supervised Audio-Visual Representation Learning with Relaxed Cross-Modal Synchronicity Nov 9, 2021 Audio Classification Retrieval
Code Code Available Do we still need ImageNet pre-training in remote sensing scene classification? Nov 5, 2021 Classification Multi-Label Classification
Code Code Available Generalized Radiograph Representation Learning via Cross-supervision between Images and Free-text Radiology Reports Nov 4, 2021 Representation Learning Self-Supervised Learning
Code Code Available Towards the Generalization of Contrastive Self-Supervised Learning Nov 1, 2021 Contrastive Learning Data Augmentation
Code Code Available Learning Continuous Representation of Audio for Arbitrary Scale Super Resolution Oct 30, 2021 Audio Super-Resolution Self-Supervised Learning
Code Code Available Contrastive prediction strategies for unsupervised segmentation and categorization of phonemes and words Oct 29, 2021 Segmentation Self-Supervised Learning
Code Code Available ReSkin: versatile, replaceable, lasting tactile skins Oct 29, 2021 BIG-bench Machine Learning Self-Supervised Learning
Code Code Available Self-Supervised Learning Disentangled Group Representation as Feature Oct 28, 2021 Colorization Contrastive Learning
Code Code Available Equivariant Contrastive Learning Oct 28, 2021 Contrastive Learning Self-Supervised Learning
Code Code Available OMASGAN: Out-of-Distribution Minimum Anomaly Score GAN for Sample Generation on the Boundary Oct 28, 2021 Anomaly Detection Data Augmentation
Code Code Available Hyper-Representations: Self-Supervised Representation Learning on Neural Network Weights for Model Characteristic Prediction Oct 28, 2021 Representation Learning Self-Supervised Learning
Code Code Available Intermediate Layers Matter in Momentum Contrastive Self Supervised Learning Oct 27, 2021 Self-Supervised Learning
Code Code Available Towards artificial general intelligence via a multimodal foundation model Oct 27, 2021 Image Classification Reading Comprehension
Code Code Available Self-supervised EEG Representation Learning for Automatic Sleep Staging Oct 27, 2021 EEG Electroencephalogram (EEG)
Code Code Available Robust Contrastive Learning Using Negative Samples with Diminished Semantics Oct 27, 2021 Contrastive Learning Data Augmentation
Code Code Available Self-supervised similarity search for large scientific datasets Oct 25, 2021 Self-Supervised Learning Semantic Similarity
Code Code Available Contrastive Neural Processes for Self-Supervised Learning Oct 24, 2021 Contrastive Learning Data Augmentation
Code Code Available Distance-wise Prototypical Graph Neural Network in Node Imbalance Classification Oct 22, 2021 Classification Graph Neural Network
Code Code Available A Simple Baseline for Low-Budget Active Learning Oct 22, 2021 Active Learning image-classification
Code Code Available CLOOB: Modern Hopfield Networks with InfoLOOB Outperform CLIP Oct 21, 2021 Contrastive Learning Self-Supervised Learning
Code Code Available Understanding Dimensional Collapse in Contrastive Self-supervised Learning Oct 18, 2021 Contrastive Learning Learning Theory
Code Code Available SentimentArcs: A Novel Method for Self-Supervised Sentiment Analysis of Time Series Shows SOTA Transformers Can Struggle Finding Narrative Arcs Oct 18, 2021 Self-Supervised Learning Sentiment Analysis
Code Code Available Mitigating Memorization of Noisy Labels via Regularization between Representations Oct 18, 2021 Learning with noisy labels Memorization
Code Code Available TLDR: Twin Learning for Dimensionality Reduction Oct 18, 2021 Dimensionality Reduction Representation Learning
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