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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"

36 / 36 papers shown
Title
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
100
0
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
95
5
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
98
7
0
21 Feb 2025
Benchmarking Zero-Shot Facial Emotion Annotation with Large Language Models: A Multi-Class and Multi-Frame Approach in DailyLife
Benchmarking Zero-Shot Facial Emotion Annotation with Large Language Models: A Multi-Class and Multi-Frame Approach in DailyLife
He Zhang
Xinyi Fu
CVBM
87
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) Series
Ranjan Sapkota
Rizwan Qureshi
Marco Flores Calero
Chetan Badjugar
Upesh Nepal
...
U. B. P. Vaddevolu
Sheheryar Khan
Maged Shoman
Hong-Mei Yan
Manoj Karkee
103
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
99
4
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
70
6
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
Pandeng Li
Xiaopeng Zhang
Yongdong Zhang
Qi Tian
VLM
99
3
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
100
141
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 Techniques
Ranjan Sapkota
Dawood Ahmed
Martin Churuvija
Manoj Karkee
3DPC
75
35
0
08 Dec 2023
EfficientSAM: Leveraged Masked Image Pretraining for Efficient Segment
  Anything
EfficientSAM: Leveraged Masked Image Pretraining for Efficient Segment Anything
Yunyang Xiong
Bala Varadarajan
Lemeng Wu
Xiaoyu Xiang
Fanyi Xiao
...
Dilin Wang
Fei Sun
Forrest N. Iandola
Raghuraman Krishnamoorthi
Vikas Chandra
VLM
107
157
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)
Virmarie Maquiling
Sean Anthony Byrne
D. Niehorster
Marcus Nyström
Enkelejda Kasneci
VLM
120
14
0
14 Nov 2023
Text-to-Image Generation for Abstract Concepts
Text-to-Image Generation for Abstract Concepts
Jiayi Liao
Xu Chen
Qiang Fu
Lun Du
Xiangnan He
Xiang Wang
Shi Han
Dongmei Zhang
105
16
0
26 Sep 2023
Zero-Shot Learning by Harnessing Adversarial Samples
Zero-Shot Learning by Harnessing Adversarial Samples
Zhi Chen
P. Zhang
Jingjing Li
Sen Wang
Zi Huang
VLM
89
20
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 Shot
L. Osco
Qiusheng Wu
Eduardo Lopes de Lemos
W. Gonçalves
A. P. Ramos
Jonathan Li
J. M. Junior
VLM
86
199
0
29 Jun 2023
Zero-shot Unsupervised Transfer Instance Segmentation
Zero-shot Unsupervised Transfer Instance Segmentation
Gyungin Shin
Samuel Albanie
Weidi Xie
ISegVLM
138
5
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 Pollination
Salik Ram Khanal
Ranjan Sapkota
Dawood Ahmed
Uddhav Bhattarai
Manoj Karkee
72
14
0
19 Apr 2023
Segment Anything
Segment Anything
A. Kirillov
Eric Mintun
Nikhila Ravi
Hanzi Mao
Chloe Rolland
...
Spencer Whitehead
Alexander C. Berg
Wan-Yen Lo
Piotr Dollár
Ross B. Girshick
MLLMVLM
453
7,452
0
05 Apr 2023
Zero-shot causal learning
Zero-shot causal learning
H. Nilforoshan
Michael Moor
Yusuf Roohani
Yining Chen
Anja vSurina
Michihiro Yasunaga
Sara Oblak
J. Leskovec
CMLBDLOffRL
89
14
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 Segmentation
Yue Han
Jiangning Zhang
Zhucun Xue
Chao Xu
Xintian Shen
Yabiao Wang
Chengjie Wang
Yong Liu
Xiangtai Li
102
17
0
03 Jan 2023
CellTranspose: Few-shot Domain Adaptation for Cellular Instance
  Segmentation
CellTranspose: Few-shot Domain Adaptation for Cellular Instance Segmentation
M. Keaton
Ram J. Zaveri
Gianfranco Doretto
65
14
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 Overview
Wenqi Ren
Yang Tang
Qiyu Sun
Chaoqiang Zhao
Qing‐Long Han
VLM
72
43
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
155
11
0
24 Oct 2022
iFS-RCNN: An Incremental Few-shot Instance Segmenter
iFS-RCNN: An Incremental Few-shot Instance Segmenter
Khoi Duc Minh Nguyen
S. Todorovic
ISegCLL
96
23
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 Models
Jaemin Cho
Abhaysinh Zala
Joey Tianyi Zhou
ViT
243
193
0
08 Feb 2022
True Few-Shot Learning with Language Models
True Few-Shot Learning with Language Models
Ethan Perez
Douwe Kiela
Kyunghyun Cho
140
440
0
24 May 2021
Incremental Few-Shot Instance Segmentation
Incremental Few-Shot Instance Segmentation
Dan Andrei Ganea
B. Boom
R. Poppe
CLL
89
70
0
11 May 2021
Zero-Shot Instance Segmentation
Zero-Shot Instance Segmentation
Ye Zheng
Jiahong Wu
Yongqiang Qin
Faen Zhang
Li Cui
ISegVLM
65
54
0
14 Apr 2021
A Review of Generalized Zero-Shot Learning Methods
A Review of Generalized Zero-Shot Learning Methods
Farhad Pourpanah
Moloud Abdar
Yuxuan Luo
Xinlei Zhou
Ran Wang
C. P. Lim
Xizhao Wang
Q. M. Jonathan Wu
VLM
150
361
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
93
436
0
28 Jun 2020
FGN: Fully Guided Network for Few-Shot Instance Segmentation
FGN: Fully Guided Network for Few-Shot Instance Segmentation
Zhibo Fan
Jin-Gang Yu
Zhihao Liang
Jiarong Ou
Changxin Gao
Guisong Xia
Yuanqing Li
97
69
0
31 Mar 2020
Zero-Shot Semantic Segmentation
Zero-Shot Semantic Segmentation
Max Bucher
Tuan-Hung Vu
Matthieu Cord
P. Pérez
VLMSSeg
195
321
0
03 Jun 2019
Segmentation-Based Deep-Learning Approach for Surface-Defect Detection
Segmentation-Based Deep-Learning Approach for Surface-Defect Detection
Domen Tabernik
Samo Sela
J. Skvarc
D. Skočaj
74
702
0
20 Mar 2019
Zero-Shot Object Detection
Zero-Shot Object Detection
Ankan Bansal
Karan Sikka
Gaurav Sharma
Rama Chellappa
Ajay Divakaran
VLMObjD
106
361
0
12 Apr 2018
Zero-Shot Detection
Zero-Shot Detection
Pengkai Zhu
Hanxiao Wang
Venkatesh Saligrama
VLMObjD
96
100
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
186
1,496
0
12 Jan 2018
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