Cross-Domain Feature Augmentation for Domain Generalization

nancyquris/xdomainmix 14 May 2024

Existing methods focus on learning invariance across domains to enhance model robustness, and data augmentation has been widely used to learn invariant predictors, with most methods performing augmentation in the input space.

1
14 May 2024

Achieving Fairness Through Channel Pruning for Dermatological Disease Diagnosis

kqp1227/sensitive-channel-pruning 14 May 2024

Numerous studies have revealed that deep learning-based medical image classification models may exhibit bias towards specific demographic attributes, such as race, gender, and age.

1
14 May 2024

StraightPCF: Straight Point Cloud Filtering

ddsediri/straightpcf 14 May 2024

Point cloud filtering is a fundamental 3D vision task, which aims to remove noise while recovering the underlying clean surfaces.

1
14 May 2024

TEDNet: Twin Encoder Decoder Neural Network for 2D Camera and LiDAR Road Detection

martin-bayon/tednet 14 May 2024

Robust road surface estimation is required for autonomous ground vehicles to navigate safely.

0
14 May 2024

Hunyuan-DiT: A Powerful Multi-Resolution Diffusion Transformer with Fine-Grained Chinese Understanding

tencent/hunyuandit 14 May 2024

For fine-grained language understanding, we train a Multimodal Large Language Model to refine the captions of the images.

588
14 May 2024

EfficientTrain++: Generalized Curriculum Learning for Efficient Visual Backbone Training

leaplabthu/efficienttrain 14 May 2024

These patterns, when observed through frequency and spatial domains, incorporate lower-frequency components, and the natural image contents without distortion or data augmentation.

56
14 May 2024

RDPN6D: Residual-based Dense Point-wise Network for 6Dof Object Pose Estimation Based on RGB-D Images

ai-application-and-integration-lab/rdpn6d 14 May 2024

In this work, we introduce a novel method for calculating the 6DoF pose of an object using a single RGB-D image.

5
14 May 2024

Evaluating LLMs at Evaluating Temporal Generalization

freedomintelligence/freshbench 14 May 2024

The rapid advancement of Large Language Models (LLMs) highlights the urgent need for evolving evaluation methodologies that keep pace with improvements in language comprehension and information processing.

0
14 May 2024

Self-Distillation Improves DNA Sequence Inference

wiedersehne/findna 14 May 2024

Self-supervised pretraining (SSP) has been recognized as a method to enhance prediction accuracy in various downstream tasks.

0
14 May 2024