Chih-Yao Ma | DeepAI

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∙ 03/19/2023

Trainable Projected Gradient Method for Robust Fine-tuning

Recent studies on transfer learning have shown that selectively fine-tun...

0 Junjiao Tian, et al. ∙

∙ 02/28/2023

RoPAWS: Robust Semi-supervised Representation Learning from Uncurated Data

Semi-supervised learning aims to train a model using limited labels. Sta...

0 Sangwoo Mo, et al. ∙

∙ 11/20/2022

Structure-Encoding Auxiliary Tasks for Improved Visual Representation in Vision-and-Language Navigation

In Vision-and-Language Navigation (VLN), researchers typically take an i...

0 Chia-Wen Kuo, et al. ∙

∙ 10/07/2022

Polyhistor: Parameter-Efficient Multi-Task Adaptation for Dense Vision Tasks

Adapting large-scale pretrained models to various downstream tasks via f...

6 Yen-Cheng Liu, et al. ∙

∙ 08/29/2022

Open-Set Semi-Supervised Object Detection

Recent developments for Semi-Supervised Object Detection (SSOD) have sho...

15 Yen-Cheng Liu, et al. ∙

∙ 06/19/2022

Unbiased Teacher v2: Semi-supervised Object Detection for Anchor-free and Anchor-based Detectors

With the recent development of Semi-Supervised Object Detection (SS-OD) ...

16 Yen-Cheng Liu, et al. ∙

∙ 11/25/2021

Cross-Domain Object Detection via Adaptive Self-Training

We tackle the problem of domain adaptation in object detection, where th...

4 Yu-Jhe Li, et al. ∙

∙ 02/18/2021

Unbiased Teacher for Semi-Supervised Object Detection

Semi-supervised learning, i.e., training networks with both labeled and ...

15 Yen-Cheng Liu, et al. ∙

∙ 07/16/2020

FeatMatch: Feature-Based Augmentation for Semi-Supervised Learning

Recent state-of-the-art semi-supervised learning (SSL) methods use a com...

10 Chia-Wen Kuo, et al. ∙

∙ 06/19/2020

Frustratingly Simple Domain Generalization via Image Stylization

Convolutional Neural Networks (CNNs) show impressive performance in the ...

5 Nathan Somavarapu, et al. ∙

∙ 03/21/2020

Who2com: Collaborative Perception via Learnable Handshake Communication

In this paper, we propose the problem of collaborative perception, where...

10 Yen-Cheng Liu, et al. ∙

∙ 06/12/2019

Manifold Graph with Learned Prototypes for Semi-Supervised Image Classification

Recent advances in semi-supervised learning methods rely on estimating c...

10 Chia-Wen Kuo, et al. ∙

∙ 06/01/2019

Learning to Generate Grounded Image Captions without Localization Supervision

When generating a sentence description for an image, it frequently remai...

0 Chih-Yao Ma, et al. ∙

∙ 03/05/2019

The Regretful Agent: Heuristic-Aided Navigation through Progress Estimation

As deep learning continues to make progress for challenging perception t...

8 Chih-Yao Ma, et al. ∙

∙ 01/10/2019

Self-Monitoring Navigation Agent via Auxiliary Progress Estimation

The Vision-and-Language Navigation (VLN) task entails an agent following...

2 Chih-Yao Ma, et al. ∙

∙ 11/29/2018

AdaFrame: Adaptive Frame Selection for Fast Video Recognition

We present AdaFrame, a framework that adaptively selects relevant frames...

4 Zuxuan Wu, et al. ∙

∙ 11/16/2017

Grounded Objects and Interactions for Video Captioning

We address the problem of video captioning by grounding language generat...

0 Chih-Yao Ma, et al. ∙

∙ 11/16/2017

Attend and Interact: Higher-Order Object Interactions for Video Understanding

Human actions often involve complex interactions across several inter-re...

0 Chih-Yao Ma, et al. ∙

∙ 03/30/2017

TS-LSTM and Temporal-Inception: Exploiting Spatiotemporal Dynamics for Activity Recognition

Recent two-stream deep Convolutional Neural Networks (ConvNets) have mad...

0 Chih-Yao Ma, et al. ∙

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