The iWildCam 2021 Competition Dataset

7 May 2021

Papers citing "The iWildCam 2021 Competition Dataset"

50 / 53 papers shown

Title
Efficient Mixture of Geographical Species for On Device Wildlife Monitoring Emmanuel Azuh Mensah Joban Mand Yueheng Ou Min Jang Kurtis Heimerl 29 0 0 11 Apr 2025
LongProLIP: A Probabilistic Vision-Language Model with Long Context Text Sanghyuk Chun Sangdoo Yun VLM 37 1 0 11 Mar 2025
The PanAf-FGBG Dataset: Understanding the Impact of Backgrounds in Wildlife Behaviour Recognition Otto Brookes Maksim Kukushkin Majid Mirmehdi Colleen Stephens Paula Dieguez ... Lukas Boesch Thomas Schmid M. Arandjelovic H. Kühl T. Burghardt 46 0 0 28 Feb 2025
Probabilistic Language-Image Pre-Training Sanghyuk Chun Wonjae Kim Song Park Sangdoo Yun MLLM VLM CLIP 63 4 2 24 Oct 2024
Diffusion Curriculum: Synthetic-to-Real Generative Curriculum Learning via Image-Guided Diffusion Yijun Liang Shweta Bhardwaj Tianyi Zhou 26 0 0 17 Oct 2024
DivShift: Exploring Domain-Specific Distribution Shifts in Large-Scale, Volunteer-Collected Biodiversity Datasets Elena Sierra Lauren E. Gillespie Salim Soltani Moisés Expósito-Alonso Teja Kattenborn 17 0 0 17 Oct 2024
Communication-Efficient Federated Group Distributionally Robust Optimization Zhishuai Guo Tianbao Yang FedML 28 0 0 08 Oct 2024
Generalizing to any diverse distribution: uniformity, gentle finetuning and rebalancing Andreas Loukas Karolis Martinkus Ed Wagstaff Kyunghyun Cho OOD 15 1 0 08 Oct 2024
Learning Tree-Structured Composition of Data Augmentation Dongyue Li Kailai Chen P. Radivojac Hongyang R. Zhang 36 1 0 26 Aug 2024
Robust Adaptation of Foundation Models with Black-Box Visual Prompting Changdae Oh Gyeongdeok Seo Geunyoung Jung Zhi-Qi Cheng Hosik Choi Jiyoung Jung Kyungwoo Song VLM 29 1 0 04 Jul 2024
Insect Identification in the Wild: The AMI Dataset Aditya Jain Fagner Cunha M. Bunsen Juan Sebastián Canas L. Pasi ... K. P. McFarland David Roy T. Høye Maxim Larrivée David Rolnick 16 3 0 18 Jun 2024
Stability Evaluation via Distributional Perturbation Analysis Jose H. Blanchet Peng Cui Jiajin Li Jiashuo Liu 28 0 0 06 May 2024
Adapting to Distribution Shift by Visual Domain Prompt Generation Zhixiang Chi Li Gu Tao Zhong Huan Liu Yuanhao Yu Konstantinos N Plataniotis Yang Wang VLM OOD 29 7 0 05 May 2024
ViTamin: Designing Scalable Vision Models in the Vision-Language Era Jienneg Chen Qihang Yu Xiaohui Shen Alan L. Yuille Liang-Chieh Chen 3DV VLM 28 24 0 02 Apr 2024
Cross-domain Multi-modal Few-shot Object Detection via Rich Text Zeyu Shangguan Daniel Seita Mohammad Rostami ObjD 45 1 0 24 Mar 2024
Controlled Training Data Generation with Diffusion Models Teresa Yeo Andrei Atanov Harold Benoit Aleksandr Alekseev Ruchira Ray Pooya Esmaeil Akhoondi Amir Zamir 28 4 0 22 Mar 2024
A Survey on Evaluation of Out-of-Distribution Generalization Han Yu Jiashuo Liu Xingxuan Zhang Jiayun Wu Peng Cui OOD 42 9 0 04 Mar 2024
PanAf20K: A Large Video Dataset for Wild Ape Detection and Behaviour Recognition Otto Brookes Majid Mirmehdi Colleen Stephens Samuel Angedakin Katherine Corogenes ... Klaus Zuberbühler Christophe Boesch M. Arandjelovic H. Kühl T. Burghardt 22 12 0 24 Jan 2024
AutoFT: Learning an Objective for Robust Fine-Tuning Caroline Choi Yoonho Lee Annie S. Chen Allan Zhou Aditi Raghunathan Chelsea Finn OOD 29 0 0 18 Jan 2024
Test-Time Domain Adaptation by Learning Domain-Aware Batch Normalization Yanan Wu Zhixiang Chi Yang Wang Konstantinos N. Plataniotis Songhe Feng OOD 14 15 0 15 Dec 2023
DIRECT: Deep Active Learning under Imbalance and Label Noise Shyam Nuggehalli Jifan Zhang Lalit P. Jain Robert D. Nowak 21 8 0 14 Dec 2023
Estimating calibration error under label shift without labels Teodora Popordanoska Gorjan Radevski Tinne Tuytelaars Matthew B. Blaschko 11 1 0 14 Dec 2023
BioCLIP: A Vision Foundation Model for the Tree of Life Samuel Stevens Jiaman Wu Matthew J Thompson Elizabeth G Campolongo Chan Hee Song ... Wasila M Dahdul Charles V. Stewart Tanya Berger-Wolf Wei-Lun Chao Yu-Chuan Su 20 62 0 30 Nov 2023
Holistic Transfer: Towards Non-Disruptive Fine-Tuning with Partial Target Data Cheng-Hao Tu Hong-You Chen Zheda Mai Jike Zhong Vardaan Pahuja Tanya Berger-Wolf Song Gao Charles V. Stewart Yu-Chuan Su Wei-Lun Chao CLL 19 3 0 02 Nov 2023
CIFAR-10-Warehouse: Broad and More Realistic Testbeds in Model Generalization Analysis Chong You Xingjian Leng Zijian Wang Yang Yang Zi Huang Liang Zheng OOD 28 7 0 06 Oct 2023
FedCiR: Client-Invariant Representation Learning for Federated Non-IID Features Zijian Li Zehong Lin Jiawei Shao Yuyi Mao Jun Zhang OOD 27 9 0 30 Aug 2023
Domain Generalization via Rationale Invariance Liang Chen Yong Zhang Yibing Song A. Hengel Lingqiao Liu OOD 19 12 0 22 Aug 2023
Contextual Reliability: When Different Features Matter in Different Contexts Gaurav R. Ghosal Amrith Rajagopal Setlur Daniel S. Brown Anca Dragan Aditi Raghunathan 25 1 0 19 Jul 2023
Text Descriptions are Compressive and Invariant Representations for Visual Learning Zhili Feng Anna Bair J. Zico Kolter VLM 16 6 0 10 Jul 2023
LabelBench: A Comprehensive Framework for Benchmarking Adaptive Label-Efficient Learning Jifan Zhang Yifang Chen Gregory H. Canal Stephen Mussmann Arnav M. Das ... Yinglun Zhu Jeffrey Bilmes S. Du Kevin G. Jamieson Robert D. Nowak VLM 33 10 0 16 Jun 2023
Contextual Vision Transformers for Robust Representation Learning Yu Bao Theofanis Karaletsos ViT 11 13 0 30 May 2023
Rectifying Group Irregularities in Explanations for Distribution Shift Adam Stein Yinjun Wu Eric Wong Mayur Naik 22 1 0 25 May 2023
STREAMLINE: Streaming Active Learning for Realistic Multi-Distributional Settings Nathan Beck Suraj Kothawade Pradeep Shenoy Rishabh K. Iyer 14 2 0 18 May 2023
ViM: Vision Middleware for Unified Downstream Transferring Yutong Feng Biao Gong Jianwen Jiang Yiliang Lv Yujun Shen Deli Zhao Jingren Zhou 14 1 0 13 Mar 2023
Out-of-Domain Robustness via Targeted Augmentations Irena Gao Shiori Sagawa Pang Wei Koh Tatsunori Hashimoto Percy Liang OODD OOD 13 21 0 23 Feb 2023
lo-fi: distributed fine-tuning without communication Mitchell Wortsman Suchin Gururangan Shen Li Ali Farhadi Ludwig Schmidt Michael G. Rabbat Ari S. Morcos 19 24 0 19 Oct 2022
Temporal Flow Mask Attention for Open-Set Long-Tailed Recognition of Wild Animals in Camera-Trap Images Jeongsoo Kim Sangmin Woo Byeongjun Park Changick Kim 17 2 0 31 Aug 2022
Bugs in the Data: How ImageNet Misrepresents Biodiversity A. Luccioni David Rolnick 11 43 0 24 Aug 2022
Rethinking Few-Shot Object Detection on a Multi-Domain Benchmark Kibok Lee Hao Yang Satyaki Chakraborty Zhaowei Cai Gurumurthy Swaminathan Avinash Ravichandran O. Dabeer 19 21 0 22 Jul 2022
Probable Domain Generalization via Quantile Risk Minimization Cian Eastwood Alexander Robey Shashank Singh Julius von Kügelgen Hamed Hassani George J. Pappas Bernhard Schölkopf OOD 16 60 0 20 Jul 2022
The Caltech Fish Counting Dataset: A Benchmark for Multiple-Object Tracking and Counting Justin Kay Peter Kulits Suzanne Stathatos Siqi Deng Erik Young Sara Beery Grant Van Horn Pietro Perona 11 25 0 19 Jul 2022
Bag of Tricks for Long-Tail Visual Recognition of Animal Species in Camera-Trap Images Fagner Cunha E. M. Santos J. Colonna 12 8 0 24 Jun 2022
Localized Adversarial Domain Generalization Wei-wei Zhu Le Lu Jing Xiao Mei Han Jiebo Luo Adam P. Harrison OOD 12 22 0 09 May 2022
Animal Kingdom: A Large and Diverse Dataset for Animal Behavior Understanding Xun Long Ng Kian Eng Ong Qichen Zheng Yun Ni S. Yeo J. Liu VGen 14 81 0 18 Apr 2022
NICO++: Towards Better Benchmarking for Domain Generalization Xingxuan Zhang Linjun Zhou Renzhe Xu Haoxin Liu Zheyan Shen Peng Cui OOD 23 75 0 17 Apr 2022
Bamboo: Building Mega-Scale Vision Dataset Continually with Human-Machine Synergy Yuanhan Zhang Qi Sun Yichun Zhou Zexin He Zhen-fei Yin Kunze Wang Lu Sheng Yu Qiao Jing Shao Ziwei Liu ObjD VLM 13 19 0 15 Mar 2022
Model soups: averaging weights of multiple fine-tuned models improves accuracy without increasing inference time Mitchell Wortsman Gabriel Ilharco S. Gadre Rebecca Roelofs Raphael Gontijo-Lopes ... Hongseok Namkoong Ali Farhadi Y. Carmon Simon Kornblith Ludwig Schmidt MoMe 30 906 1 10 Mar 2022
Domain-Aware Continual Zero-Shot Learning Kai Yi Paul Janson Wenxuan Zhang Mohamed Elhoseiny 30 4 0 24 Dec 2021
Application of deep learning to camera trap data for ecologists in planning / engineering -- Can captivity imagery train a model which generalises to the wild? Ryan Curry Cameron Trotter A. Mcgough 20 5 0 24 Nov 2021
Domain Adaptation for Rare Classes Augmented with Synthetic Samples Tuhinanksu Das Robert-Jan Bruintjes A. Lengyel J. C. V. Gemert S. Rodrigues 14 5 0 23 Oct 2021