Zero-Shot Instance Segmentation

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

1 dataset 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

10 shown of 10 papers with code (13 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.

• Segment Anything
  5 Apr 2023 32 repositories listed Syntology ran 8 of 23 samples · 15 unverified
  We introduce the Segment Anything (SA) project: a new task, model, and dataset for image segmentation.
• EfficientViT: Multi-Scale Linear Attention for High-Resolution Dense Prediction
  29 May 2022 6 repositories listed Syntology ran 4 of 4 samples · 0 unverified
  Without performance loss on Cityscapes, our EfficientViT provides up to 13.
• Segment Anything in High Quality
  2 Jun 2023 4 repositories listed Syntology ran 3 of 17 samples · 14 unverified · 3 pointer-only (licence)
  HQ-SAM is only trained on the introduced detaset of 44k masks, which takes only 4 hours on 8 GPUs.
• Zero-Shot Instance Segmentation
  14 Apr 2021 4 repositories listed
  We follow this motivation and propose a new task set named zero-shot instance segmentation (ZSI).
• SA3DIP: Segment Any 3D Instance with Potential 3D Priors
  6 Nov 2024 1 repository listed
  Thus, we present ScanNetV2-INS with complete ground truth labels and supplement additional instances for 3D class-agnostic instance segmentation.
• EfficientViT-SAM: Accelerated Segment Anything Model Without Accuracy Loss
  7 Feb 2024 1 repository listed
  For the training, we begin with the knowledge distillation from the SAM-ViT-H image encoder to EfficientViT.
• EfficientSAM: Leveraged Masked Image Pretraining for Efficient Segment Anything
  1 Dec 2023 1 repository listed
  On segment anything task such as zero-shot instance segmentation, our EfficientSAMs with SAMI-pretrained lightweight image encoders perform favorably with a significant gain (e.
• Fast Segment Anything
  21 Jun 2023 1 repository listed
  In this paper, we propose a speed-up alternative method for this fundamental task with comparable performance.
• Semantic-Promoted Debiasing and Background Disambiguation for Zero-Shot Instance Segmentation
  22 May 2023 1 repository listed
  It is desired to rescue novel objects from background and dominated seen categories.
• SupeRGB-D: Zero-shot Instance Segmentation in Cluttered Indoor Environments
  22 Dec 2022 1 repository listed
  We introduce a zero-shot split for Tabletop Objects Dataset (TOD-Z) to enable this study and present a method that uses annotated objects to learn the ``objectness'' of pixels and generalize to unseen object categories…

Syntology lines on 3 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.