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AAAI 2022

Semantic Segmentation

Fully Attentional Network for Semantic Segmentation paper
Unsupervised Representation for Semantic Segmentation by Implicit Cycle-Attention Contrastive Learning paper
Memory-Guided Semantic Learning Network for Temporal Sentence Grounding paper
GuidedMix-Net: Semi-Supervised Semantic Segmentation by Using Labeled Images as Reference paper
Multi-Knowledge Aggregation and Transfer for Semantic Segmentation paper
Not All Voxels Are Equal: Semantic Scene Completion from the Point-Voxel Perspective paper
Channelized Axial Attention - Considering Channel Relation within Spatial Attention for Semantic paper
Renovate Yourself: Calibrating Feature Representation of Misclassified Pixels for Semantic Segmentation paper
Perceiving Stroke-Semantic Context: Hierarchical Contrastive Learning for Robust Scene Text Recognition paper
Cross-Dataset Collaborative Learning for Semantic Segmentation in Autonomous Drivin paper
Reference-Guided Pseudo-Label Generation for Medical Semantic Segmentation paper
Learning from the Target: Dual Prototype Network for Few Shot Semantic Segmentation paper
DIRL: Domain-Invariant Representation Learning for Generalizable Semantic Segmentation paper
Activation Modulation and Recalibration Scheme for Weakly Supervised Semantic Segmentation paper
Uncertainty Estimation via Response Scaling for Pseudo-Mask Noise Mitigation in Weakly-Supervised Semantic Segmentation paper
Class Guided Channel Weighting Network for Fine-Grained Semantic Segmentation paper
Amplitude Spectrum Transformation for Open Compound Domain Adaptive Semantic Segmentation paper
CPRAL: Collaborative Panoptic-Regional Active Learning for semantic Segmentation paper

知识蒸馏

Boosting Contrastive Learning with Relation Knowledge Distillation paper

降噪

Generative Adaptive Convolutions for Real-World Noisy Image Denoising paper A Fusion-Denoising Attack on InstaHide with Data Augmentation paper
ReMoNet: Recurrent Multi-Output Network for Efficient Video Denoising paper

低光增强

emantically Contrastive Learning for Low-Light Image Enhancement paper code
Low-Light Image Enhancement with Normalizing Flow paper code
Semantically Contrastive Learning for Low-Light Image Enhancement paper code
DarkVisionNet: Low-Light Imaging via RGB-NIR Fusion with Deep Inconsistency Prior paper
Generative Adaptive Convolutions for Real-World Noisy Image Denoising paper

边缘相关

Active Boundary Loss for Semantic Segmentation paper [code]
PageRank for Edges: Axiomatic Characterization paper
Edge-Aware Guidance Fusion Network for RGB–Thermal Scene Parsing paper code

自监督

LGD: Label-Guided Self-Distillation for Object Detection paper code
LaSSL: Label-Guided Self-Training for Semi-Supervised Learning paper code

点云相关

SASA: Semantics-Augmented Set Abstraction for Point-based 3D Object Detection paper code
Transfer Learning from Synthetic to Real LiDAR Point Cloud for Semantic Segmentation paper
SCIR-Net: Structured Color Image Representation Based 3D Object Detection Network from Point Clouds paper
Modify Self-Attention via Skeleton Decomposition for Effective Point Cloud Transformer paper
SVGA-Net: Sparse Voxel-Graph Attention Network for 3D Object Detection from Point Clouds paper
Attention-Based Transformation from Latent Features to Point Clouds paper code
Joint 3D Object Detection and Tracking Using Spatio-Temporal Representation of Camera Image and LiDAR Point Clouds paper
SimIPU: Simple 2D Image and 3D Point Cloud Unsupervised Pre-Training for Spatial-Aware Visual Representations paper code

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