Interactive Segmentation

Benchmarks archive 2025-07-28

14 leaderboard tables shown for this task, 14 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted. 10 shown of 14 until expanded.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

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 111 papers with code (255 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.

• Reviving Iterative Training with Mask Guidance for Interactive Segmentation
  12 Feb 2021 5 repositories listed Syntology ran 1 of 1 samples · 0 unverified
  We find that the models trained on a combination of COCO and LVIS with diverse and high-quality annotations show performance superior to all existing models.
• NuClick: A Deep Learning Framework for Interactive Segmentation of Microscopy Images
  29 May 2020 5 repositories listed
  As nuclei, cells and glands are fundamental objects for downstream analysis in computational pathology/cytology, in this paper we propose a simple CNN-based approach to speed up collecting annotations for these objects…
• nnInteractive: Redefining 3D Promptable Segmentation
  11 Mar 2025 4 repositories listed Syntology ran 3 of 9 samples · 6 unverified
  Crucially, it is the first method integrated into widely used image viewers (e.
• Set-of-Mark Prompting Unleashes Extraordinary Visual Grounding in GPT-4V
  17 Oct 2023 4 repositories listed Syntology ran 0 of 1 samples · 1 unverified
  We present Set-of-Mark (SoM), a new visual prompting method, to unleash the visual grounding abilities of large multimodal models (LMMs), such as GPT-4V.
• SAM-Med2D
  30 Aug 2023 3 repositories listed Syntology ran 1 of 1 samples · 0 unverified
  To bridge this gap, we introduce SAM-Med2D, the most comprehensive studies on applying SAM to medical 2D images.
• One-Prompt to Segment All Medical Images
  17 May 2023 3 repositories listed Syntology ran 3 of 4 samples · 1 unverified
  Tested on 14 previously unseen datasets, the One-Prompt Model showcases superior zero-shot segmentation capabilities, outperforming a wide range of related methods.
• Segment Everything Everywhere All at Once
  13 Apr 2023 3 repositories listed
  In SEEM, we propose a novel decoding mechanism that enables diverse prompting for all types of segmentation tasks, aiming at a universal segmentation interface that behaves like large language models (LLMs).
• EdgeFlow: Achieving Practical Interactive Segmentation with Edge-Guided Flow
  20 Sep 2021 3 repositories listed Syntology ran 2 of 5 samples · 3 unverified
  In addition, with the proposed method, we develop an efficient interactive segmentation tool for practical data annotation tasks.
• Getting to 99% Accuracy in Interactive Segmentation
  17 Mar 2020 3 repositories listed
  We propose a novel interactive architecture and a novel training scheme that are both tailored to better exploit the user workflow.
• Deep Interactive Object Selection
  13 Mar 2016 3 repositories listed Syntology ran 0 of 3 samples · 3 unverified
  Interactive object selection is a very important research problem and has many applications.
• SAMPart3D: Segment Any Part in 3D Objects
  11 Nov 2024 2 repositories listed Syntology ran 0 of 10 samples · 10 unverified
  For flexibility, we distill scale-conditioned part-aware 3D features for 3D part segmentation at multiple granularities.
• PRISM Lite: A lightweight model for interactive 3D placenta segmentation in ultrasound
  9 Aug 2024 2 repositories listed
  The proposed model adopts the segmentation from our fully automated model for initialization and is designed in a human-in-the-loop manner to achieve iterative improvements.
• Medical SAM 2: Segment medical images as video via Segment Anything Model 2
  1 Aug 2024 2 repositories listed Syntology ran 7 of 11 samples · 4 unverified
  Medical image segmentation plays a pivotal role in clinical diagnostics and treatment planning, yet existing models often face challenges in generalization and in handling both 2D and 3D data uniformly.
• Interactive Segmentation Model for Placenta Segmentation from 3D Ultrasound images
  10 Jul 2024 2 repositories listed
  These models produce a segmentation from visual prompts provided to indicate the target region, which may offer a feasible solution for practical use.
• PRISM: A Promptable and Robust Interactive Segmentation Model with Visual Prompts
  23 Apr 2024 2 repositories listed
  (3) Corrective learning.
• One Model to Rule them All: Towards Universal Segmentation for Medical Images with Text Prompts
  28 Dec 2023 2 repositories listed Syntology ran 2 of 3 samples · 1 unverified · 3 pointer-only (licence)
  Our main contributions are three folds: (i) for dataset construction, we construct the first multi-modal knowledge tree on human anatomy, including 6502 anatomical terminologies; Then, we build up the largest and most…
• PVPUFormer: Probabilistic Visual Prompt Unified Transformer for Interactive Image Segmentation
  11 Jun 2023 2 repositories listed
  To tackle this problem, this paper proposes a simple yet effective Probabilistic Visual Prompt Unified Transformer (PVPUFormer) for interactive image segmentation, which allows users to flexibly input diverse visual…
• Segment Anything Model for Medical Image Analysis: an Experimental Study
  20 Apr 2023 2 repositories listed
  We conclude that SAM shows impressive zero-shot segmentation performance for certain medical imaging datasets, but moderate to poor performance for others.
• A Closer Look at the Explainability of Contrastive Language-Image Pre-training
  12 Apr 2023 2 repositories listed
  These phenomena conflict with conventional explainability methods based on the class attention map (CAM), where the raw model can highlight the local foreground regions using global supervision without alignment.
• SimpleClick: Interactive Image Segmentation with Simple Vision Transformers
  20 Oct 2022 2 repositories listed Syntology ran 2 of 3 samples · 1 unverified · 1 pointer-only (licence)
  Although this design is simple and has been proven effective, it has not yet been explored for interactive image segmentation.
• ECONet: Efficient Convolutional Online Likelihood Network for Scribble-based Interactive Segmentation
  12 Jan 2022 2 repositories listed
  Automatic segmentation of lung lesions associated with COVID-19 in CT images requires large amount of annotated volumes.
• FocusCut: Diving Into a Focus View in Interactive Segmentation
  1 Jan 2022 2 repositories listed
  However, the global view makes the model lose focus from later clicks, and is not in line with user intentions.
• MIDeepSeg: Minimally Interactive Segmentation of Unseen Objects from Medical Images Using Deep Learning
  25 Apr 2021 2 repositories listed
  To solve these problems, we propose a novel deep learning-based interactive segmentation method that not only has high efficiency due to only requiring clicks as user inputs but also generalizes well to a range of…
• Medical Image Segmentation Using Deep Learning: A Survey
  28 Sep 2020 2 repositories listed
  Firstly, compared to traditional surveys that directly divide literatures of deep learning on medical image segmentation into many groups and introduce literatures in detail for each group, we classify currently popular…
• Interactive Object Segmentation With Inside-Outside Guidance
  1 Jun 2020 2 repositories listed
  This paper explores how to harvest precise object segmentation masks while minimizing the human interaction cost.
• Interactive Image Segmentation With First Click Attention
  1 Jun 2020 2 repositories listed
  In the task of interactive image segmentation, users initially click one point to segment the main body of the target object and then provide more points on mislabeled regions iteratively for a precise segmentation.
• f-BRS: Rethinking Backpropagating Refinement for Interactive Segmentation
  28 Jan 2020 2 repositories listed
  We propose f-BRS (feature backpropagating refinement scheme) that solves an optimization problem with respect to auxiliary variables instead of the network inputs, and requires running forward and backward pass just for…
• Deep Extreme Cut: From Extreme Points to Object Segmentation
  24 Nov 2017 2 repositories listed
  This paper explores the use of extreme points in an object (left-most, right-most, top, bottom pixels) as input to obtain precise object segmentation for images and videos.
• Seg-Wild: Interactive Segmentation based on 3D Gaussian Splatting for Unconstrained Image Collections
  10 Jul 2025 1 repository listed
  Reconstructing and segmenting scenes from unconstrained photo collections obtained from the Internet is a novel but challenging task.
• Benchmarking Feature Upsampling Methods for Vision Foundation Models using Interactive Segmentation
  4 May 2025 1 repository listed
  As VFMs' popularity grows, there is an increasing interest in understanding their effectiveness for dense prediction tasks.

Syntology lines on 11 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.