Language-Driven Semantic Segmentation. Contribute to isl-org/lang-seg development by creating an account on GitHub.
Code和Demo在github.com/isl-org/lang. 动机 传统语义分割的限制:传统的语义分割方法通常依赖于大量的像素级标注数据,这些数据的获取既费时又昂贵。 利用自然语言的潜力:自然语言提供了一种丰富的、可访问的信息源,可以用来增强视觉理解,尤其是在标注受限的情况下。 桥接语言与视觉信息的差距:现有方法可能没有充分...
LSeg: Language-driven Semantic Segmentation ICLR 2022 Code ZSSeg: A Simple Baseline for Open-Vocabulary Semantic Segmentation with Pre-trained Vision-language Model ECCV 2022 Code OpenSeg: Scaling Open-Vocabulary Image Segmentation with Image-Level Labels ECCV 2022 Code Fusioner: Open-vocabulary Semantic...
Language-driven semantic seg- mentation. In International Conference on Learning Repre- sentations, 2022. [39] Dongxu Li, Junnan Li, Hongdong Li, Juan Carlos Niebles, and Steven C.H. Hoi. Align and prompt: Video-and-language pre-training with entity prompts. In 2022 ...
Semantic CLIPSeg [185] [code] Extend CLIP by introducing a lightweight transformer-based decoder. Segmentation ZegFormer [42] [code] Group the pixels into segments and preforms zero-shot classification task on the segments. LSeg [186] [code] Propose language-driven semantic segmentation by matchin...
Li et al. (2022a) introduces LSeg, a language-driven semantic image segmentation method that replicates CLIP contrastive training at the pixel level and spatial regularization blocks. MaskCLIP+ Dong et al. (2023) has been recently outperformed by CLIP-S\(^4\) He et al. (2023), not ...
WSSS4LUAD: Grand Challenge on weakly-supervised tissue semantic segmentation for lung adenocarcinoma. Preprint at https://doi.org/10.48550/arXiv.2204.06455 (2022). Da, Q. et al. DigestPath: a benchmark dataset with challenge review for the pathological detection and segmentation of digestive-...
All data in this study are publicly available and can be accessed from: IU X-ray and Peir Gross (https://github.com/nlpaueb/bioCaption), MedICat (https://github.com/allenai/medicat), PathVQA (https://huggingface.co/datasets/flaviagiammarino/path-vqa), SLAKE 1.0 (https://www.med-vqa...
Collaborative Quest Completion with LLM-driven Non-Player Characters in Minecraft Sudha Rao, Weijia Xu, Michael Xu, Jorge J. G. Leandro, Ken Lobb, Gabriel DesGarennes, Chris Brockett, Bill Dolan 2024 Meeting of the Association for Computational Linguistics | August 2024 Publication Publication ...
(DRCD), a large scale Chinese short text summarization dataset (LCSTS), and a Chinese multi-domain dialogue dataset towards multi-turn knowledge-driven conversation (KdConv) are evaluation corpora for natural language inference, machine reading comprehension, text summarization, and dialogue generation, ...