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Papers Visual Prompting

“Visual Prompting” 태그가 달린 논문 127편 · 필터 해제

Text-Visual Prompting for Efficient 2D Temporal Video Grounding

2023-03-09 · CVPR 2023 1 · Yimeng Zhang, Xin Chen, Jinghan Jia, Sijia Liu 외

In this paper, we study the problem of temporal video grounding (TVG), which aims to predict the starting/ending time points of moments described by a text sentence within a long untrimmed video. Benefiting from fine-gra…

SentenceVideo GroundingVisual Prompting

Unleashing the Power of Visual Prompting At the Pixel Level

2022-12-20 · Junyang Wu, Xianhang Li, Chen Wei, Huiyu Wang 외

This paper presents a simple and effective visual prompting method for adapting pre-trained models to downstream recognition tasks. Our method includes two key designs. First, rather than directly adding together the pro…

DiversityVisual Prompting

Understanding and Improving Visual Prompting: A Label-Mapping Perspective

2022-11-21 · CVPR 2023 1 · Aochuan Chen, Yuguang Yao, Pin-Yu Chen, Yihua Zhang 외

We revisit and advance visual prompting (VP), an input prompting technique for vision tasks. VP can reprogram a fixed, pre-trained source model to accomplish downstream tasks in the target domain by simply incorporating …

Transfer LearningVisual Prompting

Visual Prompting for Adversarial Robustness

2022-10-12 · Aochuan Chen, Peter Lorenz, Yuguang Yao, Pin-Yu Chen 외

In this work, we leverage visual prompting (VP) to improve adversarial robustness of a fixed, pre-trained model at testing time. Compared to conventional adversarial defenses, VP allows us to design universal (i.e., data…

Adversarial DefenseAdversarial RobustnessVisual Prompting

FS-DETR: Few-Shot DEtection TRansformer with prompting and without re-training

2022-10-10 · ICCV 2023 1 · Adrian Bulat, Ricardo Guerrero, Brais Martinez, Georgios Tzimiropoulos

This paper is on Few-Shot Object Detection (FSOD), where given a few templates (examples) depicting a novel class (not seen during training), the goal is to detect all of its occurrences within a set of images. From a pr…

Few-Shot Object Detectionobject-detectionObject DetectionVisual Prompting

Visual Prompting via Image Inpainting

2022-09-01 · Amir Bar, Yossi Gandelsman, Trevor Darrell, Amir Globerson 외

How does one adapt a pre-trained visual model to novel downstream tasks without task-specific finetuning or any model modification? Inspired by prompting in NLP, this paper investigates visual prompting: given input-outp…

ColorizationEdge DetectionForeground SegmentationImage Inpainting+4

Exploring Visual Prompts for Adapting Large-Scale Models

2022-03-31 · Hyojin Bahng, Ali Jahanian, Swami Sankaranarayanan, Phillip Isola

We investigate the efficacy of visual prompting to adapt large-scale models in vision. Following the recent approach from prompt tuning and adversarial reprogramming, we learn a single image perturbation such that a froz…

Visual Prompting
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