objects counting by estimating a density map with cnns - SERP Analysis

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https://medium.com/data-science/objects-counting-by-estimating-a-density-map-with-convolutional-neural-networks-c01086f3b3ec

https://arxiv.org/abs/2003.12783

https://www.kaggle.com/code/chaozhuang/crowd-counting-via-density-map-optimized-cnn

https://rukmals.medium.com/cnn-based-density-estimation-and-crowd-counting-edba12f17d30

https://link.springer.com/article/10.1007/s44336-024-00011-8

https://stackoverflow.com/questions/52840100/explain-how-is-heat-map-used-in-cnn-for-crowd-count-case

https://uwaterloo.ca/geospatial-intelligence/sites/default/files/uploads/documents/counting-and-locating-high-density-objects-using-convolutional-neural-network.pdf

https://www.researchgate.net/publication/340295915_CNN-based_Density_Estimation_and_Crowd_Counting_A_Survey

https://www.linkedin.com/pulse/detailed-understanding-crowd-counting-using-cnn-shashank-v-raghavan-o5n0c

https://ietresearch.onlinelibrary.wiley.com/doi/10.1049/ipr2.13328

https://www.sciencedirect.com/science/article/abs/pii/S0957417422000549

https://www.analyticsvidhya.com/blog/2021/06/crowd-counting-using-deep-learning/

https://github.com/NeuroSYS-pl/objects_counting_dmap

https://courses.cs.tau.ac.il/~wolf/papers/learning-count-cnn.pdf

https://pmc.ncbi.nlm.nih.gov/articles/PMC8321281/

https://ieeexplore.ieee.org/document/8309190/

https://openaccess.thecvf.com/content_ECCV_2018/papers/Haroon_Idrees_Composition_Loss_for_ECCV_2018_paper.pdf

https://gram.web.uah.es/data/publications/eccv2016-onoro.pdf

https://www.frontiersin.org/journals/neurorobotics/articles/10.3389/fnbot.2024.1383943/full

https://dl.acm.org/doi/abs/10.1109/TCSVT.2024.3469933

https://github.com/jeremiastraub/CountNet

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https://ietresearch.onlinelibrary.wiley.com/doi/10.1049/iet-ipr.2019.0435

https://ieeexplore.ieee.org/document/8683289/

http://visal.cs.cityu.edu.hk/static/pubs/conf/cvpr19-wacc.pdf

https://datascience.stackexchange.com/questions/18323/are-cnns-best-approaches-to-find-and-count-objects-in-images

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https://www.degruyterbrill.com/document/doi/10.1515/jisys-2019-0157/html?srsltid=AfmBOoqllcEV3LXOBNpxRca1DRkjAh71ylUM4j6zpHCoslLWwbxP6xwd

https://openaccess.thecvf.com/content/WACV2022W/RWS/papers/Michel_Class-Aware_Object_Counting_WACVW_2022_paper.pdf

https://www.researchgate.net/publication/306118084_Towards_Perspective-Free_Object_Counting_with_Deep_Learning

https://engineering.jhu.edu/vpatel36/wp-content/uploads/2018/08/AVSS2017_CrowdCount.pdf

https://arxiv.org/html/2403.03461v1

https://pmc.ncbi.nlm.nih.gov/articles/PMC6983207/

https://www.quora.com/Where-can-I-find-good-data-set-images-to-train-a-machine-learning-app-convolutional-neural-network-for-crowd-density-estimations

http://visal.cs.cityu.edu.hk/static/pubs/journal/pami20-kdmg.pdf

https://www.quora.com/How-can-you-develop-an-object-detection-system-that-counts-the-number-of-objects-and-determines-their-position-in-an-image-machine-learning-convolutional-neural-networks-python-object-detection-object-recognition-ai

https://s3-eu-west-1.amazonaws.com/pstorage-leicester-213265548798/51793457/2024DengRPHD.pdf?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAILQQVTTAWSUNAFFA/20250518/eu-west-1/s3/aws4_request&X-Amz-Date=20250518T162134Z&X-Amz-Expires=86400&X-Amz-SignedHeaders=host&X-Amz-Signature=4b4d2a504607adeaa603a6b08c0d6dce1dbf56afac786b2a1f76f4d03a314b4e

https://paperswithcode.com/paper/towards-perspective-free-object-counting-with

https://sist.sathyabama.ac.in/sist_naac/documents/1.3.4/b.e-cse-batchno-105.pdf

https://ai.stackexchange.com/questions/45839/spatial-vs-spatiotemporal-methods-for-object-counting-in-low-frame-rate-videos

https://www.ecva.net/papers/eccv_2020/papers_ECCV/papers/123670749.pdf

https://www.cse.ust.hk/~gchan/papers/ECCV22_CounTr.pdf

https://search.proquest.com/openview/c703c0723ebf0c1666b736dbd1b9ab1c/1?pq-origsite=gscholar&cbl=43394

https://library.imaging.org/admin/apis/public/api/ist/website/downloadArticle/ei/35/9/IPAS-293

https://handong1587.github.io/deep_learning/2015/10/09/object-counting.html

https://www.hidefsurveying.co.uk/wp-content/uploads/2024/03/Ecology-and-Evolution-2023-Qian-Counting-animals-in-aerial-images-with-a-density-map-estimation-model.pdf

https://www.rootstrap.com/blog/crowd-counting-a-survey

https://www3.cs.stonybrook.edu/~minhhoai/papers/crowdcountingECCV18.pdf

https://www.techrxiv.org/users/508208/articles/586210/master/file/data/aerial_animal_photography/aerial_animal_photography.pdf

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https://papers.ssrn.com/sol3/Delivery.cfm/SSRN_ID4297338_code5614358.pdf?abstractid=4297338&mirid=1

https://hfut-liuliu.com/assets/pdf/MB-CNN.pdf

https://nora.nerc.ac.uk/id/eprint/533132/1/Ecology%20and%20Evolution%20-%202023%20-%20Qian%20-%20Counting%20animals%20in%20aerial%20images%20with%20a%20density%20map%20estimation%20model.pdf

https://scispace.com/pdf/towards-perspective-free-object-counting-with-deep-learning-2yiy4r34u0.pdf

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https://dl.acm.org/doi/abs/10.1109/TCSVT.2018.2837153

https://eprints.soton.ac.uk/470981/1/EAAI_Object_Counting.pdf

https://www.mdpi.com/1424-8220/23/19/8177

https://people.eecs.berkeley.edu/~yima/psfile/Single-Image-Crowd-Counting.pdf

https://link.springer.com/article/10.1007/s11554-023-01286-8

https://elib.dlr.de/128895/1/0010.pdf

https://peerj.com/articles/cs-902.pdf

https://www.nature.com/articles/s41598-022-09685-w

https://www.techscience.com/cmc/v73n3/49003/html

https://www.biorxiv.org/content/10.1101/2020.11.05.370437.full

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http://ui.adsabs.harvard.edu/abs/2023arXiv230310542G/abstract

https://iopscience.iop.org/article/10.1088/1755-1315/729/1/012029/pdf

http://bmvc2018.org/contents/papers/0283.pdf

https://www.plant-phenotyping.org/lw_resource/datapool/systemfiles/elements/files/63b7a231-949c-11e8-8a88-dead53a91d31/current/document/0031.pdf

https://www.ijert.org/research/crowd-counting-recognition-using-object-based-detection-IJERTV13IS010086.pdf

https://avesis.yildiz.edu.tr/yayin/ffe234a8-e201-431b-8080-7428ce1e5e04/crowd-density-estimation-by-using-attention-based-capsule-network-and-multi-column-cnn/document.pdf

https://www.academia.edu/50347717/Crowd_Density_Estimation_by_Using_Attention_Based_Capsule_Network_and_Multi_Column_CNN

https://www.ee.cuhk.edu.hk/~xgwang/Project%20Page%20of%20Cross-scene%20Crowd%20Counting%20via%20Deep%20Convolutional%20Neural%20Networks_files/0994.pdf

https://ethz.ch/content/dam/ethz/special-interest/baug/igp/photogrammetry-remote-sensing-dam/documents/pdf/Papers/ESA_Andres.pdf

https://opus.lib.uts.edu.au/bitstream/10453/150908/2/02whole.pdf

https://www.cs.sfu.ca/~hamarneh/ecopy/crv2023.pdf

https://datadryad.org/dataset/doi:10.5061/dryad.8931zcrv8

https://iosrjen.org/Papers/vol9_issue6/Series-4/A0906040107.pdf

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https://www.slideshare.net/slideshow/crowd-countingpptx-260400036/260400036

https://research.monash.edu/files/457288847/453509305_oa.pdf

https://openreview.net/pdf?id=QH3qKMCWmv

https://www.youtube.com/watch?v=lyfUhh-BVZ0

http://papers.neurips.cc/paper/4043-learning-to-count-objects-in-images.pdf

https://www.analyticsvidhya.com/blog/2019/02/building-crowd-counting-model-python/

https://ijisae.org/index.php/IJISAE/article/view/4010

https://www.atlantis-press.com/article/126001437.pdf

https://web.pkusz.edu.cn/adsp/files/2015/10/Fast-Visual-Object-Counting-via-Example-based-Density-Estimation.pdf

https://developers.google.com/machine-learning/glossary

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