Object Proposal Generation

20 papers with code • 4 benchmarks • 4 datasets

Object proposal generation is a preprocessing technique that has been widely used in current object detection pipelines to guide the search of objects and avoid exhaustive sliding window search across images.

( Image credit: Multiscale Combinatorial Grouping for Image Segmentation and Object Proposal Generation )

Towards Addressing the Misalignment of Object Proposal Evaluation for Vision-Language Tasks via Semantic Grounding

joshuafeinglass/vl-detector-eval 1 Sep 2023

Object proposal generation serves as a standard pre-processing step in Vision-Language (VL) tasks (image captioning, visual question answering, etc.).

4
01 Sep 2023

Fast Segment Anything

casia-iva-lab/fastsam 21 Jun 2023

In this paper, we propose a speed-up alternative method for this fundamental task with comparable performance.

6,731
21 Jun 2023

SalienDet: A Saliency-based Feature Enhancement Algorithm for Object Detection for Autonomous Driving

dingmike001/saliendet-open-detection 11 May 2023

On the other hand, unknown objects, which have not been seen in training sample set, are one of the reasons that hinder autonomous vehicles from driving beyond the operational domain.

3
11 May 2023

4D-StOP: Panoptic Segmentation of 4D LiDAR using Spatio-temporal Object Proposal Generation and Aggregation

larskreuzberg/4d-stop 29 Sep 2022

Our voting-based tracklet generation method followed by geometric feature-based aggregation generates significantly improved panoptic LiDAR segmentation quality when compared to modeling the entire 4D volume using Gaussian probability distributions.

19
29 Sep 2022

Class-agnostic Object Detection with Multi-modal Transformer

mmaaz60/mvits_for_class_agnostic_od 22 Nov 2021

This has been a long-standing question in computer vision.

293
22 Nov 2021

Superpixel-based Refinement for Object Proposal Generation

chwilms/superpixelRefinement 12 Jan 2021

Precise segmentation of objects is an important problem in tasks like class-agnostic object proposal generation or instance segmentation.

27
12 Jan 2021

3D Object Detection with Pointformer

Vladimir2506/Pointformer CVPR 2021

In this paper, we propose Pointformer, a Transformer backbone designed for 3D point clouds to learn features effectively.

148
21 Dec 2020

UWSOD: Toward Fully-Supervised-Level Capacity Weakly Supervised Object Detection

shenyunhang/UWSOD NeurIPS 2020

In this paper, we propose a unified WSOD framework, termed UWSOD, to develop a high-capacity general detection model with only image-level labels, which is self-contained and does not require external modules or additional supervision.

21
01 Dec 2020

PointRCNN: 3D Object Proposal Generation and Detection from Point Cloud

sshaoshuai/PointRCNN CVPR 2019

In this paper, we propose PointRCNN for 3D object detection from raw point cloud.

1,665
11 Dec 2018

AttentionMask: Attentive, Efficient Object Proposal Generation Focusing on Small Objects

chwilms/AttentionMask 21 Nov 2018

We propose a novel approach for class-agnostic object proposal generation, which is efficient and especially well-suited to detect small objects.

49
21 Nov 2018