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v1v2 (latest)

Zero-Shot Automatic Annotation and Instance Segmentation using LLM-Generated Datasets: Eliminating Field Imaging and Manual Annotation for Deep Learning Model Development

18 November 2024
Ranjan Sapkota
Achyut Paudel
Manoj Karkee
    SyDa
ArXiv (abs)PDFHTML

Papers citing "Zero-Shot Automatic Annotation and Instance Segmentation using LLM-Generated Datasets: Eliminating Field Imaging and Manual Annotation for Deep Learning Model Development"

37 / 37 papers shown
Object Detection with Multimodal Large Vision-Language Models: An In-depth Review
Object Detection with Multimodal Large Vision-Language Models: An In-depth ReviewInformation Fusion (Inf. Fusion), 2025
Ranjan Sapkota
Manoj Karkee
ObjDVLM
290
15
0
25 Aug 2025
RF-DETR Object Detection vs YOLOv12 : A Study of Transformer-based and CNN-based Architectures for Single-Class and Multi-Class Greenfruit Detection in Complex Orchard Environments Under Label Ambiguity
RF-DETR Object Detection vs YOLOv12 : A Study of Transformer-based and CNN-based Architectures for Single-Class and Multi-Class Greenfruit Detection in Complex Orchard Environments Under Label Ambiguity
Ranjan Sapkota
Rahul Harsha Cheppally
Ajay Sharda
Manoj Karkee
719
16
0
17 Apr 2025
Improved YOLOv12 with LLM-Generated Synthetic Data for Enhanced Apple Detection and Benchmarking Against YOLOv11 and YOLOv10
Improved YOLOv12 with LLM-Generated Synthetic Data for Enhanced Apple Detection and Benchmarking Against YOLOv11 and YOLOv10
Ranjan Sapkota
Manoj Karkee
308
16
0
26 Feb 2025
Comprehensive Analysis of Transparency and Accessibility of ChatGPT, DeepSeek, And other SoTA Large Language Models
Comprehensive Analysis of Transparency and Accessibility of ChatGPT, DeepSeek, And other SoTA Large Language Models
Ranjan Sapkota
Shaina Raza
Manoj Karkee
266
15
0
21 Feb 2025
Zero-shot Emotion Annotation in Facial Images Using Large Multimodal Models: Benchmarking and Prospects for Multi-Class, Multi-Frame Approaches
Zero-shot Emotion Annotation in Facial Images Using Large Multimodal Models: Benchmarking and Prospects for Multi-Class, Multi-Frame Approaches
He Zhang
Xinyi Fu
CVBM
260
2
0
18 Feb 2025
YOLO11 to Its Genesis: A Decadal and Comprehensive Review of The You Only Look Once (YOLO) Series
YOLO11 to Its Genesis: A Decadal and Comprehensive Review of The You Only Look Once (YOLO) SeriesArtificial Intelligence Review (Artif Intell Rev), 2024
Ranjan Sapkota
Rizwan Qureshi
Marco Flores Calero
Chetan Badjugar
Upesh Nepal
...
U. B. P. Vaddevolu
Sheheryar Khan
Maged Shoman
Hong-Mei Yan
Manoj Karkee
483
2
0
10 Jan 2025
Integrating YOLO11 and Convolution Block Attention Module for
  Multi-Season Segmentation of Tree Trunks and Branches in Commercial Apple
  Orchards
Integrating YOLO11 and Convolution Block Attention Module for Multi-Season Segmentation of Tree Trunks and Branches in Commercial Apple Orchards
Ranjan Sapkota
Manoj Karkee
271
7
0
07 Dec 2024
YOLO11 and Vision Transformers based 3D Pose Estimation of Immature Green Fruits in Commercial Apple Orchards for Robotic Thinning
YOLO11 and Vision Transformers based 3D Pose Estimation of Immature Green Fruits in Commercial Apple Orchards for Robotic Thinning
Ranjan Sapkota
Manoj Karkee
261
10
0
21 Oct 2024
AlignZeg: Mitigating Objective Misalignment for Zero-shot Semantic
  Segmentation
AlignZeg: Mitigating Objective Misalignment for Zero-shot Semantic Segmentation
Jiannan Ge
Lingxi Xie
Hongtao Xie
Nianzu Yang
Xiaopeng Zhang
Yongdong Zhang
Qi Tian
VLM
292
5
0
08 Apr 2024
Segment Anything Model for Medical Image Segmentation: Current
  Applications and Future Directions
Segment Anything Model for Medical Image Segmentation: Current Applications and Future Directions
Yichi Zhang
Zhenrong Shen
Rushi Jiao
VLMMedIm
311
261
0
07 Jan 2024
Immature Green Apple Detection and Sizing in Commercial Orchards using
  YOLOv8 and Shape Fitting Techniques
Immature Green Apple Detection and Sizing in Commercial Orchards using YOLOv8 and Shape Fitting TechniquesIEEE Access (IEEE Access), 2023
Ranjan Sapkota
Dawood Ahmed
Martin Churuvija
Manoj Karkee
3DPC
342
45
0
08 Dec 2023
EfficientSAM: Leveraged Masked Image Pretraining for Efficient Segment
  Anything
EfficientSAM: Leveraged Masked Image Pretraining for Efficient Segment AnythingComputer Vision and Pattern Recognition (CVPR), 2023
Yunyang Xiong
Bala Varadarajan
Lemeng Wu
Xiaoyu Xiang
Fanyi Xiao
...
Dilin Wang
Fei Sun
Forrest N. Iandola
Raghuraman Krishnamoorthi
Vikas Chandra
VLM
372
237
0
01 Dec 2023
Zero-Shot Segmentation of Eye Features Using the Segment Anything Model
  (SAM)
Zero-Shot Segmentation of Eye Features Using the Segment Anything Model (SAM)Proceedings of the ACM on Computer Graphics and Interactive Techniques (PACMCGIT), 2023
Virmarie Maquiling
Sean Anthony Byrne
D. Niehorster
Marcus Nyström
Enkelejda Kasneci
VLM
324
15
0
14 Nov 2023
Text-to-Image Generation for Abstract Concepts
Text-to-Image Generation for Abstract ConceptsAAAI Conference on Artificial Intelligence (AAAI), 2023
Jiayi Liao
Xu Chen
Qiang Fu
Lun Du
Xiangnan He
Xiang Wang
Shi Han
Dongmei Zhang
359
20
0
26 Sep 2023
Zero-Shot Learning by Harnessing Adversarial Samples
Zero-Shot Learning by Harnessing Adversarial SamplesACM Multimedia (ACM MM), 2023
Zhi Chen
P. Zhang
Jingjing Li
Sen Wang
Zi Huang
VLM
266
37
0
01 Aug 2023
The Segment Anything Model (SAM) for Remote Sensing Applications: From
  Zero to One Shot
The Segment Anything Model (SAM) for Remote Sensing Applications: From Zero to One ShotInternational Journal of Applied Earth Observation and Geoinformation (JAEOG), 2023
L. Osco
Qiusheng Wu
Eduardo Lopes de Lemos
W. Gonçalves
A. P. Ramos
Jonathan Li
J. M. Junior
VLM
259
308
0
29 Jun 2023
Zero-shot Unsupervised Transfer Instance Segmentation
Zero-shot Unsupervised Transfer Instance Segmentation
Gyungin Shin
Samuel Albanie
Weidi Xie
ISegVLM
303
7
0
27 Apr 2023
Machine Vision System for Early-stage Apple Flowers and Flower Clusters
  Detection for Precision Thinning and Pollination
Machine Vision System for Early-stage Apple Flowers and Flower Clusters Detection for Precision Thinning and PollinationIFAC-PapersOnLine (IFAC-PapersOnLine), 2023
Salik Ram Khanal
Ranjan Sapkota
Dawood Ahmed
Uddhav Bhattarai
Manoj Karkee
181
19
0
19 Apr 2023
Segment Anything
Segment AnythingIEEE International Conference on Computer Vision (ICCV), 2023
A. Kirillov
Eric Mintun
Nikhila Ravi
Hanzi Mao
Chloe Rolland
...
Spencer Whitehead
Alexander C. Berg
Wan-Yen Lo
Piotr Dollár
Ross B. Girshick
MLLMVLM
961
11,242
0
05 Apr 2023
Zero-shot causal learning
Zero-shot causal learningNeural Information Processing Systems (NeurIPS), 2023
H. Nilforoshan
Michael Moor
Yusuf Roohani
Yining Chen
Anja vSurina
Michihiro Yasunaga
Sara Oblak
J. Leskovec
CMLBDLOffRL
308
18
0
28 Jan 2023
Reference Twice: A Simple and Unified Baseline for Few-Shot Instance
  Segmentation
Reference Twice: A Simple and Unified Baseline for Few-Shot Instance SegmentationIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023
Yue Han
Jiangning Zhang
Zhucun Xue
Chao Xu
Xintian Shen
Yabiao Wang
Chengjie Wang
Yong Liu
Xiangtai Li
350
23
0
03 Jan 2023
CellTranspose: Few-shot Domain Adaptation for Cellular Instance
  Segmentation
CellTranspose: Few-shot Domain Adaptation for Cellular Instance SegmentationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022
M. Keaton
Ram J. Zaveri
Gianfranco Doretto
236
16
0
28 Dec 2022
Visual Semantic Segmentation Based on Few/Zero-Shot Learning: An
  Overview
Visual Semantic Segmentation Based on Few/Zero-Shot Learning: An OverviewIEEE/CAA Journal of Automatica Sinica (JCAS), 2022
Wenqi Ren
Yang Tang
Qiyu Sun
Chaoqiang Zhao
Qing‐Long Han
VLM
191
64
0
13 Nov 2022
BARS: A Benchmark for Airport Runway Segmentation
BARS: A Benchmark for Airport Runway Segmentation
Wenhui Chen
Zhijiang Zhang
Liang Yu
Yichun Tai
379
14
0
24 Oct 2022
iFS-RCNN: An Incremental Few-shot Instance Segmenter
iFS-RCNN: An Incremental Few-shot Instance SegmenterComputer Vision and Pattern Recognition (CVPR), 2022
Khoi Duc Minh Nguyen
S. Todorovic
ISegCLL
226
29
0
31 May 2022
DALL-Eval: Probing the Reasoning Skills and Social Biases of
  Text-to-Image Generation Models
DALL-Eval: Probing the Reasoning Skills and Social Biases of Text-to-Image Generation ModelsIEEE International Conference on Computer Vision (ICCV), 2022
Jaemin Cho
Abhaysinh Zala
Joey Tianyi Zhou
ViT
546
262
0
08 Feb 2022
True Few-Shot Learning with Language Models
True Few-Shot Learning with Language ModelsNeural Information Processing Systems (NeurIPS), 2021
Ethan Perez
Douwe Kiela
Kyunghyun Cho
321
489
0
24 May 2021
Incremental Few-Shot Instance Segmentation
Incremental Few-Shot Instance SegmentationComputer Vision and Pattern Recognition (CVPR), 2021
Dan Andrei Ganea
B. Boom
R. Poppe
CLL
180
81
0
11 May 2021
Zero-Shot Instance Segmentation
Zero-Shot Instance SegmentationComputer Vision and Pattern Recognition (CVPR), 2021
Ye Zheng
Jiahong Wu
Yongqiang Qin
Faen Zhang
Li Cui
ISegVLM
254
63
0
14 Apr 2021
A Review of Generalized Zero-Shot Learning Methods
A Review of Generalized Zero-Shot Learning MethodsIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2020
Farhad Pourpanah
Moloud Abdar
Yuxuan Luo
Xinlei Zhou
Ran Wang
C. P. Lim
Xizhao Wang
Q. M. Jonathan Wu
VLM
635
499
0
17 Nov 2020
A Survey on Instance Segmentation: State of the art
A Survey on Instance Segmentation: State of the art
A. M. Hafiz
G. M. Bhat
SSegISeg
316
503
0
28 Jun 2020
FGN: Fully Guided Network for Few-Shot Instance Segmentation
FGN: Fully Guided Network for Few-Shot Instance SegmentationComputer Vision and Pattern Recognition (CVPR), 2020
Zhibo Fan
Jin-Gang Yu
Zhihao Liang
Jiarong Ou
Changxin Gao
Guisong Xia
Yuanqing Li
215
78
0
31 Mar 2020
Zero-Shot Semantic Segmentation
Zero-Shot Semantic SegmentationNeural Information Processing Systems (NeurIPS), 2019
Max Bucher
Tuan-Hung Vu
Matthieu Cord
P. Pérez
VLMSSeg
438
363
0
03 Jun 2019
Segmentation-Based Deep-Learning Approach for Surface-Defect Detection
Segmentation-Based Deep-Learning Approach for Surface-Defect DetectionJournal of Intelligent Manufacturing (J Intell Manuf), 2019
Domen Tabernik
Samo Sela
J. Skvarc
D. Skočaj
291
814
0
20 Mar 2019
Zero-Shot Object Detection
Zero-Shot Object Detection
Ankan Bansal
Karan Sikka
Gaurav Sharma
Rama Chellappa
Ajay Divakaran
VLMObjD
419
393
0
12 Apr 2018
Zero-Shot Detection
Zero-Shot Detection
Pengkai Zhu
Hanxiao Wang
Venkatesh Saligrama
VLMObjD
262
106
0
19 Mar 2018
Real-world Anomaly Detection in Surveillance Videos
Real-world Anomaly Detection in Surveillance Videos
Waqas Sultani
Chen Chen
M. Shah
AI4TS
551
1,783
0
12 Jan 2018
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