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 / 256 papers shown

Title
GenZSL: Generative Zero-Shot Learning Via Inductive Variational Autoencoder Shiming Chen Dingjie Fu Salman Khan Fahad Shahbaz Khan VLM 25 0 0 17 May 2025
Interpretable Zero-shot Learning with Infinite Class Concepts Zihan Ye Shreyank N Gowda Shiming Chen Yaochu Jin Kaizhu Huang Xiaobo Jin VLM 39 0 0 06 May 2025
Addressing Concept Mislabeling in Concept Bottleneck Models Through Preference Optimization Emiliano Penaloza Tianyue H. Zhan Laurent Charlin Mateo Espinosa Zarlenga 51 0 0 25 Apr 2025
Avoiding Leakage Poisoning: Concept Interventions Under Distribution Shifts M. Zarlenga Gabriele Dominici Pietro Barbiero Z. Shams M. Jamnik KELM 221 0 0 24 Apr 2025
Visual and Semantic Prompt Collaboration for Generalized Zero-Shot Learning Huajie Jiang ZeLin Li Xiaohan Yu Yongli Hu Baocai Yin Jian Yang Yuankai Qi VLM 49 0 0 29 Mar 2025
A Zero-shot Learning Method Based on Large Language Models for Multi-modal Knowledge Graph Embedding Bingchen Liu Jingchen Li Naixing Xu X. Li 36 0 0 10 Mar 2025
FilterRAG: Zero-Shot Informed Retrieval-Augmented Generation to Mitigate Hallucinations in VQA S M Sarwar 82 1 0 25 Feb 2025
Towards Robust and Reliable Concept Representations: Reliability-Enhanced Concept Embedding Model Yuxuan Cai Xinbing Wang Satoshi Tsutsui Winnie Pang Bihan Wen 65 0 0 03 Feb 2025
On the Robustness of LDP Protocols for Numerical Attributes under Data Poisoning Attacks Xiaoguang Li Zitao Li Ninghui Li Wenhai Sun AAML 95 3 0 28 Jan 2025
TsCA: On the Semantic Consistency Alignment via Conditional Transport for Compositional Zero-Shot Learning Miaoge Li Jingcai Guo Richard Yi Da Xu Dongsheng Wang Xiaofeng Cao Zhijie Rao Song Guo CoGe 89 3 0 28 Jan 2025
Enhancing Patient-Centric Communication: Leveraging LLMs to Simulate Patient Perspectives Xinyao Ma Rui Zhu Zihao Wang Jingwei Xiong Qingyu Chen Haixu Tang L. Jean Camp Lucila Ohno-Machado LM&MA 46 0 0 12 Jan 2025
Dr. Tongue: Sign-Oriented Multi-label Detection for Remote Tongue Diagnosis Yiliang Chen Steven SC Ho Cheng Xu Yao Jie Xie Wing-Fai Yeung Shengfeng He Jing Qin LM&MA 30 0 0 06 Jan 2025
Energy-Based Concept Bottleneck Models: Unifying Prediction, Concept Intervention, and Probabilistic Interpretations Xin-Chao Xu Yi Qin Lu Mi Hao Wang Xuelong Li 79 9 0 03 Jan 2025
CAT: Concept-level backdoor ATtacks for Concept Bottleneck Models Songning Lai Jiayu Yang Yu Huang Lijie Hu Tianlang Xue Zhangyi Hu Jiaxu Li Haicheng Liao Yutao Yue 34 1 0 07 Oct 2024
EQ-CBM: A Probabilistic Concept Bottleneck with Energy-based Models and Quantized Vectors Sangwon Kim Dasom Ahn B. Ko In-su Jang Kwang-Ju Kim 33 4 0 22 Sep 2024
Recent Advances in OOD Detection: Problems and Approaches Shuo Lu YingSheng Wang Lijun Sheng Aihua Zheng Lingxiao He Jian Liang OODD 68 3 0 18 Sep 2024
RevCD -- Reversed Conditional Diffusion for Generalized Zero-Shot Learning William Heyden Habib Ullah M. Salman Siddiqui Fadi Al Machot DiffM 36 0 0 31 Aug 2024
FissionVAE: Federated Non-IID Image Generation with Latent Space and Decoder Decomposition Chen Hu Hanchi Ren Jingjing Deng Xianghua Xie Xiaoke Ma FedML 71 0 0 30 Aug 2024
A Survey of the Self Supervised Learning Mechanisms for Vision Transformers Asifullah Khan A. Sohail M. Fiaz Mehdi Hassan Tariq Habib Afridi ... Muhammad Zaigham Zaheer Kamran Ali Tangina Sultana Ziaurrehman Tanoli Naeem Akhter 45 3 0 30 Aug 2024
Large Language Models for Cyber Security: A Systematic Literature Review HanXiang Xu Shenao Wang Ningke Li Kaidi Wang Yanjie Zhao Kai Chen Ting Yu Yang Liu Haoyu Wang 42 23 0 08 May 2024
Improving Intervention Efficacy via Concept Realignment in Concept Bottleneck Models Nishad Singhi Jae Myung Kim Karsten Roth Zeynep Akata 50 1 0 02 May 2024
A separability-based approach to quantifying generalization: which layer is best? Luciano Dyballa Evan Gerritz Steven W. Zucker OOD 39 3 0 02 May 2024
CREST: Cross-modal Resonance through Evidential Deep Learning for Enhanced Zero-Shot Learning Haojian Huang Xiaozhen Qiao Zhuo Chen Haodong Chen Bingyu Li Zhe Sun Mulin. Chen Xuelong Li 34 10 0 15 Apr 2024
Audio-Visual Generalized Zero-Shot Learning using Pre-Trained Large Multi-Modal Models David Kurzendörfer Otniel-Bogdan Mercea A. Sophia Koepke Zeynep Akata VLM CLIP 33 2 0 09 Apr 2024
GPT-4 as Evaluator: Evaluating Large Language Models on Pest Management in Agriculture Shanglong Yang Zhipeng Yuan Shunbao Li Ruoling Peng Kang Liu Po Yang ELM LM&MA 51 6 0 18 Mar 2024
PromptKD: Unsupervised Prompt Distillation for Vision-Language Models Zheng Li Xiang Li Xinyi Fu Xing Zhang Weiqiang Wang Shuo Chen Jian Yang VLM 42 35 0 05 Mar 2024
COMAE: COMprehensive Attribute Exploration for Zero-shot Hashing Yuqi Li Qingqing Long Yihang Zhou Ran Zhang Zhiyuan Ning Zhihong Zhu Yuanchun Zhou Xuezhi Wang Meng Xiao VLM 54 3 0 26 Feb 2024
Zero-shot generalization across architectures for visual classification Evan Gerritz Luciano Dyballa Steven W. Zucker 34 1 0 21 Feb 2024
Synthesizing Knowledge-enhanced Features for Real-world Zero-shot Food Detection Pengfei Zhou Weiqing Min Jiajun Song Yang Zhang Shuqiang Jiang 35 10 0 14 Feb 2024
Deep Semantic-Visual Alignment for Zero-Shot Remote Sensing Image Scene Classification Wenjia Xu Jiuniu Wang Zhiwei Wei M. Peng Yirong Wu 35 10 0 03 Feb 2024
Beyond Concept Bottleneck Models: How to Make Black Boxes Intervenable? Sonia Laguna Ricards Marcinkevics Moritz Vandenhirtz Julia E. Vogt 35 17 0 24 Jan 2024
SEER-ZSL: Semantic Encoder-Enhanced Representations for Generalized Zero-Shot Learning William Heyden Habib Ullah M. Salman Siddiqui Fadi Al Machot VLM 41 0 0 20 Dec 2023
Zero-shot Building Attribute Extraction from Large-Scale Vision and Language Models Fei Pan Sangryul Jeon Brian Wang Frank Mckenna Stella X. Yu 44 2 0 19 Dec 2023
Concept Distillation: Leveraging Human-Centered Explanations for Model Improvement Avani Gupta Saurabh Saini P. J. Narayanan 33 6 0 26 Nov 2023
Attribute-Aware Deep Hashing with Self-Consistency for Large-Scale Fine-Grained Image Retrieval Xiu-Shen Wei Yang Shen Xuhao Sun Peng Wang Yuxin Peng 22 10 0 21 Nov 2023
Auxiliary Losses for Learning Generalizable Concept-based Models Ivaxi Sheth Samira Ebrahimi Kahou 32 25 0 18 Nov 2023
Analysis and Applications of Deep Learning with Finite Samples in Full Life-Cycle Intelligence of Nuclear Power Generation Chenwei Tang Wenqiang Zhou Dong Wang Caiyang Yu Zhenan He ... Shudong Huang Yi Gao Jianming Chen Wentao Feng Jiancheng Lv AI4CE 33 0 0 07 Nov 2023
OpenForest: A data catalogue for machine learning in forest monitoring Arthur Ouaknine T. Kattenborn Etienne Laliberté David Rolnick 53 6 0 01 Nov 2023
Prompting Scientific Names for Zero-Shot Species Recognition Shubham Parashar Zhiqiu Lin Yanan Li Shu Kong VLM 23 12 0 15 Oct 2023
Surveying the Landscape of Text Summarization with Deep Learning: A Comprehensive Review Guanghua Wang Weili Wu AI4TS AILaw 38 3 0 13 Oct 2023
Zero-Shot Object Counting with Language-Vision Models Jingyi Xu Hieu M. Le Dimitris Samaras VLM DiffM 35 4 0 22 Sep 2023
A Novel Neural-symbolic System under Statistical Relational Learning Dongran Yu Xueyan Liu Shirui Pan Anchen Li Bo Yang AI4CE NAI 14 1 0 16 Sep 2023
Towards General Game Representations: Decomposing Games Pixels into Content and Style C. Trivedi Konstantinos Makantasis Antonios Liapis Georgios N. Yannakakis OCL 43 3 0 20 Jul 2023
Learning Adversarial Semantic Embeddings for Zero-Shot Recognition in Open Worlds Tianqi Li Guansong Pang Xiao Bai Jingyi Zheng Lei Zhou Xin Ning VLM 40 27 0 07 Jul 2023
An Adaptive Method for Weak Supervision with Drifting Data Alessio Mazzetto Reza Esfandiarpoor E. Upfal Stephen H. Bach Stephen H. Bach 70 1 0 02 Jun 2023
CVB: A Video Dataset of Cattle Visual Behaviors Ali Zia Renuka Sharma Reza Arablouei G. Bishop-Hurley Jody McNally N. Bagnall V. Rolland Brano Kusy L. Petersson A. Ingham 34 2 0 26 May 2023
In-Context Impersonation Reveals Large Language Models' Strengths and Biases Leonard Salewski Stephan Alaniz Isabel Rio-Torto Eric Schulz Zeynep Akata 44 151 0 24 May 2023
COLA: A Benchmark for Compositional Text-to-image Retrieval Arijit Ray Filip Radenovic Abhimanyu Dubey Bryan A. Plummer Ranjay Krishna Kate Saenko CoGe VLM 41 34 0 05 May 2023
From Zero to Hero: Harnessing Transformers for Biomedical Named Entity Recognition in Zero- and Few-shot Contexts Milos Kosprdic Nikola Prodanović Adela Ljajić Bojana Bašaragin Nikola Milosevic MedIm 23 5 0 05 May 2023
SAM vs BET: A Comparative Study for Brain Extraction and Segmentation of Magnetic Resonance Images using Deep Learning Sovesh Mohapatra Advait Gosai G. Schlaug 28 32 0 10 Apr 2023