Visual Perspective

Visual perspective, encompassing the understanding and representation of viewpoints, is a burgeoning research area focusing on how humans and machines perceive and interpret visual information from different angles. Current research emphasizes improving the generalization capabilities of models like Vision-Language Models (VLMs) and developing methods to mitigate biases, particularly cultural biases, in image understanding and analysis. This work is crucial for advancing artificial intelligence, particularly in applications requiring nuanced understanding of context and diverse perspectives, such as autonomous driving, human-robot interaction, and healthcare.

Papers

March 24, 2024

Emotion Recognition from the perspective of Activity Recognition
Savinay Nagendra, Prapti Panigrahi
Emotion Recognition Activity Recognition Visual Perspective Automatic Emotion Recognition Emotion Category

March 21, 2024

Exploring 3D Human Pose Estimation and Forecasting from the Robot's Perspective: The HARPER Dataset
Andrea Avogaro, Andrea Toaiari, Federico Cunico, Xiangmin Xu, Haralambos Dafas, Alessandro Vinciarelli, Emma Li, Marco Cristani
Robot Person MAESTRO Dataset Visual Perspective State of the Art Forecasting 3D Human Pose Estimation Pose Forecasting

March 12, 2024

Entropy is not Enough for Test-Time Adaptation: From the Perspective of Disentangled Factors
Jonghyun Lee, Dahuin Jung, Saehyung Lee, Junsung Park, Juhyeon Shin, Uiwon Hwang, Sungroh Yoon
Test Time Adaptation Visual Perspective Disentanglement Capability Stable Entropy Time Adaptation Robust Adaptation Confidence Measure Unseen Validation

March 11, 2024

Materials science in the era of large language models: a perspective
Ge Lei, Ronan Docherty, Samuel J. Cooper
Large Language Model Natural Language Visual Perspective New Era Material SCIence Material Science LLM Model

March 5, 2024

FastOcc: Accelerating 3D Occupancy Prediction by Fusing the 2D Bird's-Eye View and Perspective View
Jiawei Hou, Xiaoyan Li, Wenhao Guan, Gang Zhang, Di Feng, Yuheng Du, Xiangyang Xue, Jian Pu
3D Object Detection 2 Dimensional Visual Perspective Bird'S Eye View 3D Occupancy

February 25, 2024

PDETime: Rethinking Long-Term Multivariate Time Series Forecasting from the perspective of partial differential equations
Shiyi Qi, Zenglin Xu, Yiduo Li, Liangjian Wen, Qingsong Wen, Qifan Wang, Yuan Qi
Partial Differential Equation Visual Perspective Multivariate Time Series Multivariate Time Series Forecasting SpatioTemporal Data Time Index

February 23, 2024

Understanding Oversmoothing in Diffusion-Based GNNs From the Perspective of Operator Semigroup Theory
Weichen Zhao, Chenguang Wang, Xinyan Wang, Congying Han, Tiande Guo, Tianshu Yu
Human Understanding Visual Perspective Graph Neural Geometric Ergodicity Operator Theory

February 18, 2024

Towards Versatile Graph Learning Approach: from the Perspective of Large Language Models
Lanning Wei, Jun Gao, Huan Zhao, Quanming Yao
Large Language Model Graph Learning Visual Perspective Graph Feature Graph Domain Flexible Graph Key Graph

February 13, 2024

Confronting Reward Overoptimization for Diffusion Models: A Perspective of Inductive and Primacy Biases
Ziyi Zhang, Sen Zhang, Yibing Zhan, Yong Luo, Yonggang Wen, Dacheng Tao
Diffusion Model Visual Perspective Reward Model Diffusion Policy Downstream Model Reward Overoptimization Inductive Task Primacy Bias

February 8, 2024

An operator learning perspective on parameter-to-observable maps
Daniel Zhengyu Huang, Nicholas H. Nelsen, Margaret Trautner
Visual Perspective Operator Learning Fourier Neural Operator Feature Operator Thermodynamic Observables Fourier Neural

February 7, 2024

A Perspective on Individualized Treatment Effects Estimation from Time-series Health Data
Ghadeer O. Ghosheh, Moritz Gögl, Tingting Zhu
Visual Perspective Treatment Effect Treatment Effect Estimation Patient Demographic Treatment Selection Bias

February 5, 2024

Understanding Reasoning Ability of Language Models From the Perspective of Reasoning Paths Aggregation
Xinyi Wang, Alfonso Amayuelas, Kexun Zhang, Liangming Pan, Wenhu Chen, William Yang Wang
Language Model Complex Reasoning Visual Perspective Reasoning Ability Reasoning Path Reasoning Graph

February 2, 2024

February 1, 2024

January 31, 2024

Deeper or Wider: A Perspective from Optimal Generalization Error with Sobolev Loss
Yahong Yang, Juncai He
Neural Network Physic Informed Neural Network Visual Perspective Deeper Network Wide Neural Network Deep Depth Optimal Generalization Sobolev Training

January 28, 2024

Addressing Noise and Efficiency Issues in Graph-Based Machine Learning Models From the Perspective of Adversarial Attack
Yongyu Wang
Adversarial Attack High Efficiency Visual Perspective Graph Based Learning Graph Construction Graph Algorithm Mitigating Noise

January 13, 2024

Exploring Adversarial Attacks against Latent Diffusion Model from the Perspective of Adversarial Transferability
Junxi Chen, Junhao Dong, Xiaohua Xie
Adversarial Attack Adversarial Example Latent Diffusion Model Visual Perspective Differentiable Surrogate

January 3, 2024

Revisiting Zero-Shot Abstractive Summarization in the Era of Large Language Models from the Perspective of Position Bias
Anshuman Chhabra, Hadi Askari, Prasant Mohapatra
Zero Shot Visual Perspective Abstractive Summarization New Era Abstractive Summarization Model

Visual Perspective

Papers

Emotion Recognition from the perspective of Activity Recognition

Exploring 3D Human Pose Estimation and Forecasting from the Robot's Perspective: The HARPER Dataset

Entropy is not Enough for Test-Time Adaptation: From the Perspective of Disentangled Factors

Materials science in the era of large language models: a perspective

FastOcc: Accelerating 3D Occupancy Prediction by Fusing the 2D Bird's-Eye View and Perspective View

PDETime: Rethinking Long-Term Multivariate Time Series Forecasting from the perspective of partial differential equations

Understanding Oversmoothing in Diffusion-Based GNNs From the Perspective of Operator Semigroup Theory

Towards Versatile Graph Learning Approach: from the Perspective of Large Language Models

Confronting Reward Overoptimization for Diffusion Models: A Perspective of Inductive and Primacy Biases

An operator learning perspective on parameter-to-observable maps

A Perspective on Individualized Treatment Effects Estimation from Time-series Health Data

Understanding Reasoning Ability of Language Models From the Perspective of Reasoning Paths Aggregation

Federated Unlearning: a Perspective of Stability and Fairness

Unveiling Delay Effects in Traffic Forecasting: A Perspective from Spatial-Temporal Delay Differential Equations

Self-supervised learning of video representations from a child's perspective

Computational Experiments Meet Large Language Model Based Agents: A Survey and Perspective

Deeper or Wider: A Perspective from Optimal Generalization Error with Sobolev Loss

Addressing Noise and Efficiency Issues in Graph-Based Machine Learning Models From the Perspective of Adversarial Attack

Exploring Adversarial Attacks against Latent Diffusion Model from the Perspective of Adversarial Transferability

Revisiting Zero-Shot Abstractive Summarization in the Era of Large Language Models from the Perspective of Position Bias