object-detection

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

9 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

30 shown of 4,285 papers with code (10,514 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Res2Net: A New Multi-scale Backbone Architecture
  2 Apr 2019 34 repositories listed Syntology ran 3 of 9 samples · 6 unverified · 9 pointer-only (licence)
  We evaluate the Res2Net block on all these models and demonstrate consistent performance gains over baseline models on widely-used datasets, e.
• MobileViT: Light-weight, General-purpose, and Mobile-friendly Vision Transformer
  5 Oct 2021 31 repositories listed Syntology ran 53 of 68 samples · 15 unverified · 18 pointer-only (licence)
  Light-weight convolutional neural networks (CNNs) are the de-facto for mobile vision tasks.
• MnasNet: Platform-Aware Neural Architecture Search for Mobile
  31 Jul 2018 29 repositories listed Syntology ran 2 of 6 samples · 4 unverified · 2 pointer-only (licence)
  In this paper, we propose an automated mobile neural architecture search (MNAS) approach, which explicitly incorporate model latency into the main objective so that the search can identify a model that achieves a good…
• HarDNet: A Low Memory Traffic Network
  3 Sep 2019 24 repositories listed
  We propose a Harmonic Densely Connected Network to achieve high efficiency in terms of both low MACs and memory traffic.
• Group Normalization
  22 Mar 2018 22 repositories listed Syntology ran 5 of 15 samples · 10 unverified · 4 pointer-only (licence)
  FAIR's research platform for object detection research, implementing popular algorithms like Mask R-CNN and RetinaNet.
• Visual Attention Network
  20 Feb 2022 21 repositories listed Syntology ran 0 of 6 samples · 6 unverified
  In this paper, we propose a novel linear attention named large kernel attention (LKA) to enable self-adaptive and long-range correlations in self-attention while avoiding its shortcomings.
• Distance-IoU Loss: Faster and Better Learning for Bounding Box Regression
  19 Nov 2019 20 repositories listed Syntology ran 4 of 25 samples · 21 unverified · 6 pointer-only (licence)
  By incorporating DIoU and CIoU losses into state-of-the-art object detection algorithms, e.
• CenterNet: Keypoint Triplets for Object Detection
  17 Apr 2019 20 repositories listed Syntology ran 2 of 11 samples · 9 unverified · 2 pointer-only (licence)
  In object detection, keypoint-based approaches often suffer a large number of incorrect object bounding boxes, arguably due to the lack of an additional look into the cropped regions.
• RandAugment: Practical automated data augmentation with a reduced search space
  30 Sep 2019 19 repositories listed Syntology ran 58 of 65 samples · 7 unverified · 17 pointer-only (licence)
  Additionally, due to the separate search phase, these approaches are unable to adjust the regularization strength based on model or dataset size.
• SOLOv2: Dynamic and Fast Instance Segmentation
  23 Mar 2020 18 repositories listed Syntology ran 15 of 38 samples · 23 unverified · 24 pointer-only (licence)
  Importantly, we take one step further by dynamically learning the mask head of the object segmenter such that the mask head is conditioned on the location.
• PointPillars: Fast Encoders for Object Detection from Point Clouds
  14 Dec 2018 18 repositories listed Syntology ran 2 of 15 samples · 13 unverified · 1 pointer-only (licence)
  These benchmarks suggest that PointPillars is an appropriate encoding for object detection in point clouds.
• Random Erasing Data Augmentation
  16 Aug 2017 18 repositories listed
  In this paper, we introduce Random Erasing, a new data augmentation method for training the convolutional neural network (CNN).
• Semantic Image Segmentation with Deep Convolutional Nets and Fully Connected CRFs
  22 Dec 2014 18 repositories listed Syntology ran 0 of 1 samples · 1 unverified · 1 pointer-only (licence)
  This is due to the very invariance properties that make DCNNs good for high level tasks.
• How to train your ViT? Data, Augmentation, and Regularization in Vision Transformers
  18 Jun 2021 16 repositories listed Syntology ran 2 of 2 samples · 0 unverified
  Vision Transformers (ViT) have been shown to attain highly competitive performance for a wide range of vision applications, such as image classification, object detection and semantic image segmentation.
• Filter Response Normalization Layer: Eliminating Batch Dependence in the Training of Deep Neural Networks
  21 Nov 2019 16 repositories listed Syntology ran 2 of 2 samples · 0 unverified
  Our method outperforms BN and other alternatives in a variety of settings for all batch sizes.
• nuScenes: A multimodal dataset for autonomous driving
  26 Mar 2019 16 repositories listed Syntology ran 1 of 17 samples · 16 unverified
  Most autonomous vehicles, however, carry a combination of cameras and range sensors such as lidar and radar.
• Single-Shot Refinement Neural Network for Object Detection
  18 Nov 2017 16 repositories listed
  For object detection, the two-stage approach (e.
• Vision Mamba: Efficient Visual Representation Learning with Bidirectional State Space Model
  17 Jan 2024 15 repositories listed Syntology ran 2 of 13 samples · 11 unverified · 1 pointer-only (licence)
  The results demonstrate that Vim is capable of overcoming the computation & memory constraints on performing Transformer-style understanding for high-resolution images and it has great potential to be the…
• MaxViT: Multi-Axis Vision Transformer
  4 Apr 2022 15 repositories listed Syntology ran 33 of 53 samples · 20 unverified · 9 pointer-only (licence)
  We also show that our proposed model expresses strong generative modeling capability on ImageNet, demonstrating the superior potential of MaxViT blocks as a universal vision module.
• Unsupervised Feature Learning via Non-Parametric Instance-level Discrimination
  5 May 2018 15 repositories listed Syntology ran 19 of 23 samples · 4 unverified · 16 pointer-only (licence)
  Neural net classifiers trained on data with annotated class labels can also capture apparent visual similarity among categories without being directed to do so.
• RTMDet: An Empirical Study of Designing Real-Time Object Detectors
  14 Dec 2022 14 repositories listed Syntology ran 3 of 20 samples · 17 unverified
  In this paper, we aim to design an efficient real-time object detector that exceeds the YOLO series and is easily extensible for many object recognition tasks such as instance segmentation and rotated object detection.
• StrongSORT: Make DeepSORT Great Again
  28 Feb 2022 14 repositories listed Syntology ran 3 of 20 samples · 17 unverified · 2 pointer-only (licence)
  As a result, the construction of a good baseline for a fair comparison is essential.
• Attention Augmented Convolutional Networks
  22 Apr 2019 14 repositories listed Syntology ran 3 of 6 samples · 3 unverified · 1 pointer-only (licence)
  Convolutional networks have been the paradigm of choice in many computer vision applications.
• Speed/accuracy trade-offs for modern convolutional object detectors
  30 Nov 2016 14 repositories listed
  On the opposite end in which accuracy is critical, we present a detector that achieves state-of-the-art performance measured on the COCO detection task.
• ImageNet Large Scale Visual Recognition Challenge
  1 Sep 2014 14 repositories listed Syntology ran 1 of 5 samples · 4 unverified
  The ImageNet Large Scale Visual Recognition Challenge is a benchmark in object category classification and detection on hundreds of object categories and millions of images.
• Spatial Pyramid Pooling in Deep Convolutional Networks for Visual Recognition
  18 Jun 2014 14 repositories listed Syntology ran 0 of 1 samples · 1 unverified
  This requirement is "artificial" and may reduce the recognition accuracy for the images or sub-images of an arbitrary size/scale.
• Bottleneck Transformers for Visual Recognition
  27 Jan 2021 13 repositories listed Syntology ran 26 of 49 samples · 23 unverified · 8 pointer-only (licence)
  Finally, we present a simple adaptation of the BoTNet design for image classification, resulting in models that achieve a strong performance of 84.
• Center-based 3D Object Detection and Tracking
  19 Jun 2020 13 repositories listed Syntology ran 7 of 22 samples · 15 unverified
  Three-dimensional objects are commonly represented as 3D boxes in a point-cloud.
• SpineNet: Learning Scale-Permuted Backbone for Recognition and Localization
  10 Dec 2019 13 repositories listed
  We propose SpineNet, a backbone with scale-permuted intermediate features and cross-scale connections that is learned on an object detection task by Neural Architecture Search.
• Bridging the Gap Between Anchor-based and Anchor-free Detection via Adaptive Training Sample Selection
  5 Dec 2019 13 repositories listed Syntology ran 0 of 4 samples · 4 unverified
  In this paper, we first point out that the essential difference between anchor-based and anchor-free detection is actually how to define positive and negative training samples, which leads to the performance gap between…

Syntology lines on 25 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.