Cover Image

Harnessing Vision Foundation Models for High-Performance, Training-Free Open Vocabulary Segmentation

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Shi, Yuheng, Dong, Minjing, Xu, Chang
Format:	Preprint
Published:	2024
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Multi-Scale VMamba: Hierarchy in Hierarchy Visual State Space Model
by: Shi, Yuheng, et al.
Published: (2024)

VSSD: Vision Mamba with Non-Causal State Space Duality
by: Shi, Yuheng, et al.
Published: (2024)

Catching the Details: Self-Distilled RoI Predictors for Fine-Grained MLLM Perception
by: Shi, Yuheng, et al.
Published: (2025)

FreeSeg-Diff: Training-Free Open-Vocabulary Segmentation with Diffusion Models
by: Corradini, Barbara Toniella, et al.
Published: (2024)

Q-Zoom: Query-Aware Adaptive Perception for Efficient Multimodal Large Language Models
by: Shi, Yuheng, et al.
Published: (2026)

Self-Calibrated CLIP for Training-Free Open-Vocabulary Segmentation
by: Bai, Sule, et al.
Published: (2024)

Training-Free Class Purification for Open-Vocabulary Semantic Segmentation
by: Chen, Qi, et al.
Published: (2025)

Diffusion Model is Secretly a Training-free Open Vocabulary Semantic Segmenter
by: Wang, Jinglong, et al.
Published: (2023)

From Open-Vocabulary to Vocabulary-Free Semantic Segmentation
by: Reichard, Klara, et al.
Published: (2025)

VEAttack: Downstream-agnostic Vision Encoder Attack against Large Vision Language Models
by: Mei, Hefei, et al.
Published: (2025)

Explore the Potential of CLIP for Training-Free Open Vocabulary Semantic Segmentation
by: Shao, Tong, et al.
Published: (2024)

Direct Segmentation without Logits Optimization for Training-Free Open-Vocabulary Semantic Segmentation
by: Li, Jiahao, et al.
Published: (2026)

Pay Attention to Your Neighbours: Training-Free Open-Vocabulary Semantic Segmentation
by: Hajimiri, Sina, et al.
Published: (2024)

Training-Free Open-Vocabulary Segmentation with Offline Diffusion-Augmented Prototype Generation
by: Barsellotti, Luca, et al.
Published: (2024)

Collaborative Vision-Text Representation Optimizing for Open-Vocabulary Segmentation
by: Jiao, Siyu, et al.
Published: (2024)

PEARL: Geometry Aligns Semantics for Training-Free Open-Vocabulary Semantic Segmentation
by: Pei, Gensheng, et al.
Published: (2026)

DouC: Dual-Branch CLIP for Training-Free Open-Vocabulary Segmentation
by: Zamini, Mohamad, et al.
Published: (2026)

Improving Visual Discriminability of CLIP for Training-Free Open-Vocabulary Semantic Segmentation
by: Zhou, Jinxin, et al.
Published: (2025)

FrozenSeg: Harmonizing Frozen Foundation Models for Open-Vocabulary Segmentation
by: Chen, Xi, et al.
Published: (2024)

Mitigating Object Hallucinations in Large Vision-Language Models via Attention Calibration
by: Zhu, Younan, et al.
Published: (2025)

ReME: A Data-Centric Framework for Training-Free Open-Vocabulary Segmentation
by: Xuan, Xiwei, et al.
Published: (2025)

Open-Vocabulary Camouflaged Object Segmentation with Cascaded Vision Language Models
by: Zhao, Kai, et al.
Published: (2025)

Beyond-Labels: Advancing Open-Vocabulary Segmentation With Vision-Language Models
by: Rahman, Muhammad Atta ur, et al.
Published: (2025)

Efficient Image-to-Image Diffusion Classifier for Adversarial Robustness
by: Mei, Hefei, et al.
Published: (2024)

SegEarth-OV: Towards Training-Free Open-Vocabulary Segmentation for Remote Sensing Images
by: Li, Kaiyu, et al.
Published: (2024)

A Training-Free Framework for Open-Vocabulary Image Segmentation and Recognition with EfficientNet and CLIP
by: Dai, Ying, et al.
Published: (2025)

ConInfer: Context-Aware Inference for Training-Free Open-Vocabulary Remote Sensing Segmentation
by: Chen, Wenyang, et al.
Published: (2026)

Lost in Translation? Vocabulary Alignment for Source-Free Adaptation in Open-Vocabulary Semantic Segmentation
by: Mazzucco, Silvio, et al.
Published: (2025)

A Training-Free Guess What Vision Language Model from Snippets to Open-Vocabulary Object Detection
by: Zhu, Guiying, et al.
Published: (2026)

PA-Attack: Guiding Gray-Box Attacks on LVLM Vision Encoders with Prototypes and Attention
by: Mei, Hefei, et al.
Published: (2026)

Diffusion Models for Open-Vocabulary Segmentation
by: Karazija, Laurynas, et al.
Published: (2023)

Mosaic3D: Foundation Dataset and Model for Open-Vocabulary 3D Segmentation
by: Lee, Junha, et al.
Published: (2025)

Vision Harnessing Agent for Open Ad-hoc Segmentation
by: Wang, Zilin, et al.
Published: (2026)

Annotation-Free Open-Vocabulary Segmentation for Remote-Sensing Images
by: Li, Kaiyu, et al.
Published: (2025)

Adapting Vision-Language Model with Fine-grained Semantics for Open-Vocabulary Segmentation
by: Chng, Yong Xien, et al.
Published: (2024)

Exploring Vision-Language Models for Open-Vocabulary Zero-Shot Action Segmentation
by: Unmesh, Asim, et al.
Published: (2026)

Test-Time Adaptation of Vision-Language Models for Open-Vocabulary Semantic Segmentation
by: Noori, Mehrdad, et al.
Published: (2025)

A Survey on Training-free Open-Vocabulary Semantic Segmentation
by: Kombol, Naomi, et al.
Published: (2025)

Generalization Boosted Adapter for Open-Vocabulary Segmentation
by: Xu, Wenhao, et al.
Published: (2024)

Leveraging Vision-Language Models for Open-Vocabulary Instance Segmentation and Tracking
by: Pätzold, Bastian, et al.
Published: (2025)