Zero-Shot Learning -- A Comprehensive Evaluation of the Good, the Bad and the Ugly

3 July 2017

Bernt Schiele

Papers citing "Zero-Shot Learning -- A Comprehensive Evaluation of the Good, the Bad and the Ugly"

50 / 273 papers shown

Title
SAM vs BET: A Comparative Study for Brain Extraction and Segmentation of Magnetic Resonance Images using Deep Learning Sovesh Mohapatra Advait Gosai G. Schlaug 36 32 0 10 Apr 2023
Synthetic Sample Selection for Generalized Zero-Shot Learning Shreyank N. Gowda 30 16 0 06 Apr 2023
Unsupervised Brain Tumor Segmentation with Image-based Prompts Xinru Zhang N. Ou Chenghao Liu Z. Zhuo Yao Liu Chuyang Ye VLM 27 2 0 04 Apr 2023
Sketch-an-Anchor: Sub-epoch Fast Model Adaptation for Zero-shot Sketch-based Image Retrieval Leo Sampaio Ferraz Ribeiro M. Ponti 31 2 0 29 Mar 2023
Progressive Semantic-Visual Mutual Adaption for Generalized Zero-Shot Learning Man Liu Feng Li Chunjie Zhang Yunchao Wei H. Bai Yao-Min Zhao 47 39 0 27 Mar 2023
Local Contrastive Learning for Medical Image Recognition S. A. Rizvi Ruixiang Tang X. Jiang X. Ma X. Hu 33 6 0 24 Mar 2023
Transformers in Speech Processing: A Survey S. Latif Aun Zaidi Heriberto Cuayáhuitl Fahad Shamshad Moazzam Shoukat Junaid Qadir 46 47 0 21 Mar 2023
CLIP-FO3D: Learning Free Open-world 3D Scene Representations from 2D Dense CLIP Junbo Zhang Runpei Dong Kaisheng Ma CLIP VLM 37 77 0 08 Mar 2023
Zero-shot Object Counting Jingyi Xu Hieu M. Le Vu Nguyen Viresh Ranjan Dimitris Samaras 34 42 0 03 Mar 2023
Meta-Album: Multi-domain Meta-Dataset for Few-Shot Image Classification I. Ullah Dustin Carrión-Ojeda Sergio Escalera Isabelle M Guyon Mike Huisman F. Mohr Jan N van Rijn Haozhe Sun Joaquin Vanschoren P. Vu VLM 31 32 0 16 Feb 2023
A Systematic Evaluation and Benchmark for Embedding-Aware Generative Models: Features, Models, and Any-shot Scenarios Liangjun Feng Jiancheng Zhao Chunhui Zhao VLM 34 0 0 08 Feb 2023
Vision Transformer-based Feature Extraction for Generalized Zero-Shot Learning Jiseob Kim Kyuhong Shim Junhan Kim B. Shim ViT 32 12 0 02 Feb 2023
Test-Time Amendment with a Coarse Classifier for Fine-Grained Classification Kanishk Jain Shyamgopal Karthik Vineet Gandhi 21 5 0 01 Feb 2023
Language-Driven Anchors for Zero-Shot Adversarial Robustness Xiao-Li Li Wei Emma Zhang Yining Liu Zhan Hu Bo Zhang Xiaolin Hu 34 8 0 30 Jan 2023
Multimodality Helps Unimodality: Cross-Modal Few-Shot Learning with Multimodal Models Zhiqiu Lin Samuel Yu Zhiyi Kuang Deepak Pathak Deva Ramana VLM 20 102 0 16 Jan 2023
DiRaC-I: Identifying Diverse and Rare Training Classes for Zero-Shot Learning Sandipan Sarma Arijit Sur VLM 29 1 0 31 Dec 2022
Semantic Enhanced Knowledge Graph for Large-Scale Zero-Shot Learning Jiwei Wei Yang Yang Zeyu Ma Jingjing Li Xing Xu H. Shen 27 2 0 26 Dec 2022
Losses over Labels: Weakly Supervised Learning via Direct Loss Construction Dylan Sam J. Zico Kolter NoLa OffRL 37 13 0 13 Dec 2022
I2MVFormer: Large Language Model Generated Multi-View Document Supervision for Zero-Shot Image Classification Muhammad Ferjad Naeem Muhammad Gul Zain Ali Khan Yongqin Xian Muhammad Zeshan Afzal D. Stricker Luc Van Gool F. Tombari VLM 35 52 0 05 Dec 2022
Continual Learning with Optimal Transport based Mixture Model Quyen Tran Hoang Phan Khoat Than Dinh Q. Phung Trung Le CLL 21 1 0 30 Nov 2022
Better Generalized Few-Shot Learning Even Without Base Data Seongwoong Kim Dong-Wan Choi 36 7 0 29 Nov 2022
Zero-Shot Learning for Joint Intent and Slot Labeling Rashmi Gangadharaiah Balakrishnan Narayanaswamy VLM 20 2 0 29 Nov 2022
On the Transferability of Visual Features in Generalized Zero-Shot Learning Paola Cascante-Bonilla Leonid Karlinsky James Smith Yanjun Qi Vicente Ordonez 33 2 0 22 Nov 2022
A Short Survey of Systematic Generalization Yuanpeng Li AI4CE 43 1 0 22 Nov 2022
On the Complexity of Bayesian Generalization Yuge Shi Manjie Xu J. Hopcroft Kun He J. Tenenbaum Song-Chun Zhu Ying Nian Wu Wenjuan Han Yixin Zhu 32 4 0 20 Nov 2022
Decomposed Soft Prompt Guided Fusion Enhancing for Compositional Zero-Shot Learning Xiaocheng Lu Ziming Liu Song Guo Jingcai Guo CoGe 33 30 0 19 Nov 2022
Interpretable Few-shot Learning with Online Attribute Selection M. Zarei Majid Komeili FAtt 41 1 0 16 Nov 2022
NEVIS'22: A Stream of 100 Tasks Sampled from 30 Years of Computer Vision Research J. Bornschein Alexandre Galashov Ross Hemsley Amal Rannen-Triki Yutian Chen ... Angeliki Lazaridou Yee Whye Teh Andrei A. Rusu Razvan Pascanu MarcÁurelio Ranzato OOD VLM AI4TS 44 17 0 15 Nov 2022
Simple Primitives with Feasibility- and Contextuality-Dependence for Open-World Compositional Zero-shot Learning Zhe Liu Yun Yvonna Li Lina Yao Xiaojun Chang Wei Fang Xiaojun Wu Yi Yang CoGe 34 1 0 05 Nov 2022
Learning to Discover and Detect Objects V. Fomenko Ismail Elezi Deva Ramanan Laura Leal-Taixé Aljosa Osep ObjD 33 10 0 19 Oct 2022
Zero-shot point cloud segmentation by transferring geometric primitives Runnan Chen Xinge Zhu Nenglun Chen Wei Li Yuexin Ma Ruigang Yang Wenping Wang 3DPC 31 8 0 18 Oct 2022
Visual Classification via Description from Large Language Models Sachit Menon Carl Vondrick VLM 38 291 0 13 Oct 2022
Decoding Visual Neural Representations by Multimodal Learning of Brain-Visual-Linguistic Features Changde Du Kaicheng Fu Jinpeng Li Huiguang He VLM 45 68 0 13 Oct 2022
Efficient Gaussian Process Model on Class-Imbalanced Datasets for Generalized Zero-Shot Learning Changkun Ye Nick Barnes L. Petersson Russell Tsuchida BDL SyDa VLM 37 3 0 11 Oct 2022
Multi-Modal Fusion by Meta-Initialization Matthew Jackson Shreshth A. Malik Michael T. Matthews Yousuf Mohamed-Ahmed 38 0 0 10 Oct 2022
Hierarchical Few-Shot Object Detection: Problem, Benchmark and Method Lu Zhang Yang Wang Jiaogen Zhou Chenbo Zhang Yinglu Zhang Jihong Guan Yatao Bian Shuigeng Zhou 31 9 0 08 Oct 2022
GLM-130B: An Open Bilingual Pre-trained Model Aohan Zeng Xiao Liu Zhengxiao Du Zihan Wang Hanyu Lai ... Jidong Zhai Wenguang Chen Peng Zhang Yuxiao Dong Jie Tang BDL LRM 275 1,077 0 05 Oct 2022
Linearly Mapping from Image to Text Space Jack Merullo Louis Castricato Carsten Eickhoff Ellie Pavlick VLM 170 106 0 30 Sep 2022
CAMRI Loss: Improving Recall of a Specific Class without Sacrificing Accuracy Daiki Nishiyama Kazuto Fukuchi Youhei Akimoto Jun Sakuma 27 1 0 22 Sep 2022
VL-Taboo: An Analysis of Attribute-based Zero-shot Capabilities of Vision-Language Models Felix Vogel Nina Shvetsova Leonid Karlinsky Hilde Kuehne VLM 63 7 0 12 Sep 2022
CARE: Certifiably Robust Learning with Reasoning via Variational Inference Jiawei Zhang Linyi Li Ce Zhang Bo-wen Li AAML OOD 45 8 0 12 Sep 2022
Improving Model Training via Self-learned Label Representations Xiao Yu Nakul Verma SSL 30 0 0 09 Sep 2022
Exploring Semantic Attributes from A Foundation Model for Federated Learning of Disjoint Label Spaces Shitong Sun Chenyang Si Guile Wu S. Gong FedML 30 0 0 29 Aug 2022
On a Built-in Conflict between Deep Learning and Systematic Generalization Yuanpeng Li OOD 45 0 0 24 Aug 2022
Open Long-Tailed Recognition in a Dynamic World Ziwei Liu Zhongqi Miao Xiaohang Zhan Jiayun Wang Boqing Gong Stella X. Yu VLM 46 18 0 17 Aug 2022
Tackling Long-Tailed Category Distribution Under Domain Shifts Xiao Gu Yao Guo Zeju Li Jianing Qiu Qianming Dou Yuxuan Liu Benny Lo Guangxu Yang OOD 45 12 0 20 Jul 2022
Temporal and cross-modal attention for audio-visual zero-shot learning Otniel-Bogdan Mercea Thomas Hummel A. Sophia Koepke Zeynep Akata 38 25 0 20 Jul 2022
Zero-Shot Temporal Action Detection via Vision-Language Prompting Sauradip Nag Xiatian Zhu Yi-Zhe Song Tao Xiang VLM 33 65 0 17 Jul 2022
GSMFlow: Generation Shifts Mitigating Flow for Generalized Zero-Shot Learning Zhi Chen Yadan Luo Sen Wang Jingjing Li Zi Huang 21 14 0 05 Jul 2022
Disentangled Action Recognition with Knowledge Bases Zhekun Luo Shalini Ghosh Devin Guillory Keizo Kato Trevor Darrell Huijuan Xu 21 7 0 04 Jul 2022