Fine Grained
Fine-grained analysis focuses on achieving high precision and detail in various domains, moving beyond coarse-grained classifications. Current research emphasizes developing models capable of handling nuanced distinctions, often employing techniques like multi-modal learning, transformer architectures, and diffusion models to achieve this fine-grained understanding in tasks ranging from image captioning and object detection to legal analysis and speech processing. This detailed level of analysis is crucial for advancing fields like medical diagnosis, legal technology, and scientific discovery, enabling more accurate and insightful interpretations of complex data. The development of robust and efficient fine-grained models is driving progress across numerous scientific and practical applications.
Papers - Page 42
BioCLIP: A Vision Foundation Model for the Tree of Life
Samuel Stevens, Jiaman Wu, Matthew J Thompson, Elizabeth G Campolongo, Chan Hee Song, David Edward Carlyn, Li Dong, Wasila M Dahdul+4VTimeLLM: Empower LLM to Grasp Video Moments
Bin Huang, Xin Wang, Hong Chen, Zihan Song, Wenwu ZhuLearning Robust Precipitation Forecaster by Temporal Frame Interpolation
Lu Han, Xu-Yang Chen, Han-Jia Ye, De-Chuan ZhanSynthesize, Diagnose, and Optimize: Towards Fine-Grained Vision-Language Understanding
Wujian Peng, Sicheng Xie, Zuyao You, Shiyi Lan, Zuxuan Wu
Towards Natural Language-Guided Drones: GeoText-1652 Benchmark with Spatial Relation Matching
Meng Chu, Zhedong Zheng, Wei Ji, Tingyu Wang, Tat-Seng ChuaAnimateAnything: Fine-Grained Open Domain Image Animation with Motion Guidance
Zuozhuo Dai, Zhenghao Zhang, Yao Yao, Bingxue Qiu, Siyu Zhu, Long Qin, Weizhi Wang
Auxiliary Losses for Learning Generalizable Concept-based Models
Ivaxi Sheth, Samira Ebrahimi KahouHyperbolic Space with Hierarchical Margin Boosts Fine-Grained Learning from Coarse Labels
Shu-Lin Xu, Yifan Sun, Faen Zhang, Anqi Xu, Xiu-Shen Wei, Yi YangUnsupervised Estimation of Ensemble Accuracy
Simi Haber, Yonatan Wexler
CARE: Extracting Experimental Findings From Clinical Literature
Aakanksha Naik, Bailey Kuehl, Erin Bransom, Doug Downey, Tom HopeDocLens: Multi-aspect Fine-grained Evaluation for Medical Text Generation
Yiqing Xie, Sheng Zhang, Hao Cheng, Pengfei Liu, Zelalem Gero, Cliff Wong, Tristan Naumann, Hoifung Poon, Carolyn Rose