Cityscapes

data category: Object detection and segmentation benchmarks · 0 papers in the last 7 days

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Images labelled with object boxes or pixel masks, including driving scenes.

Names searched for: Cityscapes

Key findings#

From Nov 2023 to Oct 2026, 231 archived papers mentioned Cityscapes in their title, abstract or keywords (the search of earlier months' full texts is still under way), most of them in Jan 2025 (12).
Cityscapes was mentioned in 3 papers in the last 30 days (2026-10-06 to 2026-11-04), ranking #106 of the 255 datasets mentioned.
By journal category: AI (2) and Tourism and Hospitality (1).
Most of them appeared in Annals of Tourism Research Empirical Insights (1), International Journal of Computer Vision (1) and Artificial Intelligence Review (1).
From 2017 to 2026 (so far), Cityscapes was mentioned in 298 papers in the tracked journals, most of them in AI (251), economics (17) and tourism and hospitality (8).
74 of them were published in 2025, against 2 in 2017.
Since 2023, the institutions with the most of these papers were Chinese Academy of Sciences (16), University of Chinese Academy of Sciences (12) and Nanyang Technological University (11).
The journals publishing most of them were IEEE Transactions on Pattern Analysis and Machine Intelligence (58), International Journal of Computer Vision (40) and Pattern Recognition (20).
The most-cited of them is “DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs” (IEEE Transactions on Pattern Analysis and Machine Intelligence, 2017), with 22,385 citations.
Papers use Cityscapes most often with ImageNet (111), MS COCO (75) and KITTI (62); it has 34 partners in the code and data network, in the group around ImageNet, CIFAR-10 / CIFAR-100, MNIST / Fashion-MNIST.

Mentions over 36 months#

Papers mentioning it by publication month, Nov 2023 to Oct 2026 (titles, abstracts and keywords; the full texts of earlier months are still being searched)
Trend	Nov 23–Oct 24	Nov 24–Oct 25	Nov 25–Oct 26	36 months
	89	75	67	231

Papers per year#

20172026 (so far)

Papers per publication year and category
Category	2017	2019	2020	2021	2022	2023	2024	2025	2026 (so far)
AI	2	6	8	14	18	31	69	61	42
Economics	0	0	0	0	0	2	7	2	6
Tourism and Hospitality	0	0	0	1	0	1	1	2	3
Management	0	0	0	0	0	0	1	1	2
Information Systems	0	0	0	0	0	0	1	2	1
Marketing	0	0	0	0	0	0	0	1	3
Operations Research	0	0	0	0	0	0	2	0	2
Finance	0	0	0	0	0	0	0	1	1
Higher Education and Research	0	0	0	0	0	0	0	2	0
Accounting	0	0	0	0	0	0	0	1	0
Statistics	0	0	0	0	0	0	0	1	0
All categories	2	6	8	15	18	34	81	74	60

Where the papers come from#

Journals with the most papers, since 2023
#	Journal	Papers
1	IEEE Transactions on Pattern Analysis and Machine Intelligence	58
2	International Journal of Computer Vision	40
3	Pattern Recognition	20
4	IEEE Transactions on Neural Networks and Learning Systems	14
5	Artificial Intelligence Review	12
6	IEEE Transactions on Artificial Intelligence	8
7	Expert Systems with Applications	7
8	Neural Computing and Applications	6
9	Information Fusion	6
10	Machine Learning	4

Institutions with the most papers, since 2023
#	Institution	Papers
1	Chinese Academy of Sciences	16
2	University of Chinese Academy of Sciences	12
3	Nanyang Technological University	11
4	Zhejiang University	11
5	Chinese University of Hong Kong	10
6	Hong Kong Polytechnic University	9
7	Hong Kong University of Science and Technology	9
8	Institute of Automation	9
9	Shanghai Artificial Intelligence Laboratory	9
10	Tsinghua University	8

Countries with the most papers, since 2023
#	Country	Papers
1	China	119
2	United States	35
3	Hong Kong	32
4	United Kingdom	30
5	Australia	22
6	Germany	18
7	Singapore	18
8	Italy	11
9	Switzerland	10
10	Spain	10

Keywords with the most papers, since 2023
#	Keyword	Papers
1	semantic segmentation	62
2	autonomous driving	23
3	object detection	23
4	cityscape	19
5	image classification	17
6	domain generalization	15
7	domain adaptation	14
8	multi-task learning	12
9	vision transformer	12
10	knowledge distillation	11

Most-cited papers#

Most-cited papers since 2017
#	Citations	Per month	Title	Journal	Published	Authors
1	22,385	195.9	DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs	IEEE Transactions on Pattern Analysis and Machine Intelligence	2017-04-27	Liang-Chieh Chen, George Papandreou, Iasonas Kokkinos et al.
2	998	30.9	Vision-Language Models for Vision Tasks: A Survey	IEEE Transactions on Pattern Analysis and Machine Intelligence	2024-02-26	Jingyi Zhang, Jiaxing Huang, Sheng Jin et al.
3	614	7.0	The ApolloScape Open Dataset for Autonomous Driving and Its Application	IEEE Transactions on Pattern Analysis and Machine Intelligence	2019-07-07	Xinyu Huang, Peng Wang, Xinjing Cheng et al.
4	524	6.9	CCNet: Criss-Cross Attention for Semantic Segmentation	IEEE Transactions on Pattern Analysis and Machine Intelligence	2020-07-03	Zilong Huang, Xinggang Wang, Yunchao Wei et al.
5	512	19.3	A Survey on Deep Neural Network Pruning: Taxonomy, Comparison, Analysis, and Recommendations	IEEE Transactions on Pattern Analysis and Machine Intelligence	2024-08-21	Hongrong Cheng, Miao Zhang, Qinfeng Shi

Archive counts by publication year: a paper counts when its title, abstract or keywords name the dataset, or when OpenAlex's full-text search finds it there (searched for the last 30 days' papers and, by a pass over the past years, for older ones). Names added to the list later are looked for in older papers as the archive is read again.

Used together with#

Papers use Cityscapes most often with ImageNet (111), MS COCO (75) and KITTI (62); it has 34 partners in the code and data network, in the group around ImageNet, CIFAR-10 / CIFAR-100, MNIST / Fashion-MNIST. The whole network →

What papers use Cityscapes together with (at least 3 papers; lift 1 = chance)
Used with	Type	Papers using both	Lift
ImageNet	Dataset	111	7.6
MS COCO	Dataset	75	13.0
KITTI	Dataset	62	22.0
ADE20K	Dataset	58	66.0
PASCAL VOC	Dataset	55	26.5
CIFAR-10 / CIFAR-100	Dataset	35	4.1
nuScenes / Waymo Open / Argoverse	Dataset	23	12.5
YouTube / TikTok	Dataset	16	1.4
Face recognition (LFW, CelebA, VGGFace2)	Dataset	13	7.1
MNIST / Fashion-MNIST	Dataset	13	1.9
SVHN	Dataset	10	7.7
Action recognition (Kinetics, UCF101, HMDB51)	Dataset	9	5.0

Papers mentioning Cityscapes in the last 30 days, newest first.
Date	Title	Journal	Authors	Affiliations
2026-10-18	The AI gaze and imagined places: Co-creation and negotiation with the generative AI assemblage	Annals of Tourism Research Empirical Insights	Michał Rzeszewski, Phil Jones, Maciej Główczyński et al.	Adam Mickiewicz University in Poznań; University of Birmingham; University of Reading
2026-10-17	CorrCLIPv2: Harnessing Unlabeled Images for Open-Vocabulary Semantic Segmentation	International Journal of Computer Vision	D H Zhang, Fagui Liu, Quan Tang et al.	South China University of Technology; Peng Cheng Laboratory
2026-10-17	Seeing ahead through a state-of-the-art review of visual perception and predictive intelligence for collaborative robots	Artificial Intelligence Review	Mahmoud Salem, Markus Reischl, Veit Hagenmeyer et al.	Karlsruhe Institute of Technology; British University in Egypt; Gulf University for Science & Technology

Cite this page

Scholar4AI. (2026). Cityscapes. Journal and Conference Research Rankings. Retrieved November 4, 2026, from https://scholar4ai.com/datasets/cityscapes

@misc{scholar4ai-datasets-cityscapes,
  author = {{Scholar4AI}},
  title = {Cityscapes},
  year = {2026},
  howpublished = {\url{https://scholar4ai.com/datasets/cityscapes}},
  urldate = {2026-11-04},
  note = {Journal and Conference Research Rankings; data from OpenAlex (CC0); licensed CC BY-NC 4.0}
}

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