Description
Jigsaw is a self-supervision approach that relies on jigsaw-like puzzles as the pretext task in order to learn image representations.
Papers Using This Method
Learning Distributions over Permutations and Rankings with Factorized Representations2025-05-30Jigsaw-R1: A Study of Rule-based Visual Reinforcement Learning with Jigsaw Puzzles2025-05-29ViC-Bench: Benchmarking Visual-Interleaved Chain-of-Thought Capability in MLLMs with Free-Style Intermediate State Representations2025-05-20LLM-based Semantic Augmentation for Harmful Content Detection2025-04-22ERL-MPP: Evolutionary Reinforcement Learning with Multi-head Puzzle Perception for Solving Large-scale Jigsaw Puzzles of Eroded Gaps2025-04-13Semantic and Contextual Modeling for Malicious Comment Detection with BERT-BiLSTM2025-03-14A Generic Hybrid Framework for 2D Visual Reconstruction2025-01-31HELPNet: Hierarchical Perturbations Consistency and Entropy-guided Ensemble for Scribble Supervised Medical Image Segmentation2024-12-25Enhancing Visual Reasoning with Autonomous Imagination in Multimodal Large Language Models2024-11-27GALA: Graph Diffusion-based Alignment with Jigsaw for Source-free Domain Adaptation2024-10-22Jigsaw Puzzles: Splitting Harmful Questions to Jailbreak Large Language Models2024-10-15SymmetricDiffusers: Learning Discrete Diffusion on Finite Symmetric Groups2024-10-03Tiny-Toxic-Detector: A compact transformer-based model for toxic content detection2024-08-29Towards Multimodal Open-Set Domain Generalization and Adaptation through Self-supervision2024-07-01Decoupling General and Personalized Knowledge in Federated Learning via Additive and Low-Rank Decomposition2024-06-28Enhancing Precision in Tactile Internet-Enabled Remote Robotic Surgery: Kalman Filter Approach2024-06-06Physics-Guided Actor-Critic Reinforcement Learning for Swimming in Turbulence2024-06-05Solving Masked Jigsaw Puzzles with Diffusion Vision Transformers2024-04-10Plug and Play with Prompts: A Prompt Tuning Approach for Controlling Text Generation2024-04-08Graph-Jigsaw Conditioned Diffusion Model for Skeleton-based Video Anomaly Detection2024-03-18