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3D Shape Reconstruction datasets

archive 2025-07-28

9 datasets carry the task tag "3D Shape Reconstruction" (the task itself: 3D Shape Reconstruction), ordered by the archive's paper count. Page 1 of 1: 9 shown of 9. Facet routes are this site's own (the archive records the tag string, not a page).

The archive holds 12,214 dataset rows; 12,172 are listed. 6 are withheld from every listing and count here as vandalised before snapshot (6 with contact-centre spam in the title, 0 with a spam description on a row that has no homepage, no paper and no papers counted; none with more than 1 paper, 0 with a benchmark), listed in withheld.json; 1 listed row carries a vandalised description, withheld on its page. This gate never withholds a row with a homepage or a paper that resolves, and a clean description; the content rules below withhold a row whose name is spam whatever else it carries. The gate is a phrase list: these are the rows it caught, not a claim that the rest is clean. Before that gate, the site's content rules withhold 36 more rows (invite-code, gambling, travel-booking, contact-centre and similar spam in the name or on a row with nothing real behind it); they have no page and are listed in withheld.json.

Filter 51 task tags shown of 3,717, by dataset count; the full filter by modality, task and language is on /datasets

All 12,172 Question Answering 413Semantic Segmentation 347Object Detection 332Image Classification 283Classification 222Text Classification 167Language Modelling 166Text Generation 162Visual Question Answering (VQA) 144Named Entity Recognition (NER) 130Pose Estimation 124Anomaly Detection 119Action Recognition 115Instance Segmentation 111Sentiment Analysis 104Text Summarization 98Domain Adaptation 96Speech Recognition 96Reading Comprehension 95Information Retrieval 932D Object Detection 92Image Retrieval 87Machine Translation 82Relation Extraction 822D Semantic Segmentation 81Natural Language Inference 81Image Captioning 79Image Generation 79Depth Estimation 77Node Classification 75Natural Language Understanding 72Autonomous Driving 70Code Generation 70Object Tracking 693D Object Detection 67Face Recognition 67Link Prediction 67Person Re-Identification 65Data Augmentation 63Multi-Task Learning 593D Reconstruction 58Common Sense Reasoning 56Recommendation Systems 56Video Understanding 56Optical Character Recognition (OCR) 55Graph Classification 54Abstractive Text Summarization 52Emotion Recognition 52Medical Image Segmentation 52Word Embeddings 523D Shape Reconstruction 9

3D Shape Reconstruction datasets 1–9 of 9

Pix3D
The Pix3D dataset is a large-scale benchmark of diverse image-shape pairs with pixel-level 2D-3D alignment.
Images3DPose Estimation3D Shape Reconstruction3D Shape Modeling3D Shape Classification
142 papers · 5 benchmarks
Hypersim
For many fundamental scene understanding tasks, it is difficult or impossible to obtain per-pixel ground truth labels from real images.
ImagesPoint cloud3d meshesRGB-D2D Object DetectionSemantic SegmentationInstance Segmentation3D Object DetectionDepth Estimation3D Reconstruction+11 tasks
108 papers · 4 benchmarks
ApolloCar3D
ApolloCar3DT is a dataset that contains 5,277 driving images and over 60K car instances, where each car is fitted with an industry-grade 3D CAD model with absolute model size and semantically labelled keypoints.
ImagesPose EstimationAutonomous Vehicles3D ReconstructionAutonomous DrivingKeypoint Detection6D Pose Estimation+8 tasks
17 papers · 14 benchmarks
4DFAB
4DFAB is a large scale database of dynamic high-resolution 3D faces which consists of recordings of 180 subjects captured in four different sessions spanning over a five-year period (2012 - 2017), resulting in a total of over 1,800,000 3D…
ImagesVideosFacial Expression Recognition (FER)3D Shape ReconstructionAction Unit Detection
14 papers · 0 benchmarks
HUMAN4D
HUMAN4D is a large and multimodal 4D dataset that contains a variety of human activities simultaneously captured by a professional marker-based MoCap, a volumetric capture and an audio recording system.
ImagesPose Estimation3D Human Pose EstimationDepth EstimationMonocular Depth Estimation3D Point Cloud Reconstruction3D Pose Estimation+6 tasks
9 papers · 0 benchmarks
FewSOL (A Dataset for Few-Shot Object Learning in Robotic Environments)
The Few-Shot Object Learning (FewSOL) dataset can be used for object recognition with a few images per object.
ImagesTextsRGB-D6DPose EstimationFew-Shot Image ClassificationFew-Shot LearningFew-Shot Semantic SegmentationObject RecognitionImage-to-Text Retrieval+4 tasks
4 papers · 0 benchmarks
Foot3D
A dataset of high resolution, textured scans of articulated left feet, useful for 3D shape representation learning.
3D3D Reconstruction3D Shape ReconstructionSurface Reconstruction3D Shape Representation
4 papers · 0 benchmarks
3D-POP
The dataset is designed specifically to solve a range of computer vision problems (2D-3D tracking, posture) faced by biologists while designing behavior studies with animals.
ImagesVideos3DBiologyTrackingStereoRGB VideoObject TrackingMulti-Object Tracking2D Pose EstimationAnimal Pose Estimation3D Pose Estimation3D Shape Reconstruction+6 tasks
3 papers · 0 benchmarks
LAS&T: Large Shape & Texture Dataset
Large Shape and Texture dataset (LAS&T) is a giant dataset of shapes and textures for tasks of visual shapes and textures identification and retrieval from single image.
3D Shape Reconstruction3D Object RetrievalMaterial Recognition3D Shape RecognitionTexture Image Retrieval3D Shape Retrieval
1 paper · 0 benchmarks

Paper counts and descriptions are the archive's, frozen 2025-07-28; no citation counts, no stars, no trending. Sorting by "most cited" or "newest" was a live-site feature the archive does not carry.