Pith. sign in

Paper Citation Record · LEDGER

EOVSAM: Efficient Open-Vocabulary Segmentation with SAM 3 in One Pass

As of 5 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 0 inbound Pith citation observations for arXiv:2608.02284.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2608.02284 v1

Coverage vector

measured 13 of 13 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T10:02:14.568626Z

measured 13 of 13 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

13 of 13 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved13
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1fbd988c-eb77-4be5-aa7a-7b1a9ddfe1de · outbound

This paper cites In2024 IEEEInternationalConferenceonImageProcessing(ICIP), 2494–2500.

EOVSAM: Efficient Open-Vocabulary Segmentation with SAM 3 in One Pass In2024 IEEEInternationalConferenceonImageProcessing(ICIP), 2494–2500

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-04T10:02:13.260267Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T10:02:13.260267Z digest=sha256:5f62d0b6cae5be07fa722a56e042d12738b3553408ef473241aa81a13b2bffa4

Observation 29cc2a4f-e1a0-408f-ba8d-1597f1704520 · outbound

This paper cites Ravi, N.; Gabeur, V.; Hu, Y.-T.; Hu, R.; Ryali, C.; Ma, T.; Khedr, H.; Rädle, R.; Rolland, C.; Gustafson, L.; Mintun, E.; Pan, J.; Alwala, K.

EOVSAM: Efficient Open-Vocabulary Segmentation with SAM 3 in One Pass Ravi, N.; Gabeur, V.; Hu, Y.-T.; Hu, R.; Ryali, C.; Ma, T.; Khedr, H.; Rädle, R.; Rolland, C.; Gustafson, L.; Mintun, E.; Pan, J.; Alwala, K

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-04T10:02:14.032682Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T10:02:14.032682Z digest=sha256:d7e2415af1cc4abede6abf365f3e5a615c56b2e65374bca3ae2548d7aa897229

Observation 428772b6-aa11-4952-bf89-7ad32c4dba81 · outbound

This paper cites In Yue, Y.; Garg, A.; Peng, N.; Sha, F.; and Yu, R., eds.,International Conference on Learning Representations, volume 2025, 28085–28128.

EOVSAM: Efficient Open-Vocabulary Segmentation with SAM 3 in One Pass In Yue, Y.; Garg, A.; Peng, N.; Sha, F.; and Yu, R., eds.,International Conference on Learning Representations, volume 2025, 28085–28128

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-04T10:02:14.182094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T10:02:14.182094Z digest=sha256:e2f204ee5797d9d9a010cdf65ca002cd84463a353c47b04782d8d4c28bdf6545

Observation 50394fe6-304a-4037-bee8-c91878dcef3b · outbound

This paper cites DINOv3.

EOVSAM: Efficient Open-Vocabulary Segmentation with SAM 3 in One Pass DINOv3

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-04T10:02:14.339840Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T10:02:14.339840Z digest=sha256:c7a3579b231d94d57a58686e3f845813cf59f162d8d101a6416b9c55f3c74c3c

Observation 3006137d-ab76-4bc2-a51d-ceb349271a48 · outbound

This paper cites SigLIP 2: Multilingual Vision-Language Encoders with Improved Semantic Understanding, Localization, and Dense Features.

EOVSAM: Efficient Open-Vocabulary Segmentation with SAM 3 in One Pass SigLIP 2: Multilingual Vision-Language Encoders with Improved Semantic Understanding, Localization, and Dense Features

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-04T10:02:14.466202Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T10:02:14.466202Z digest=sha256:154076f8c252d85f82b025ed74e82ae6c3174b131d22e5683b6fdc2bd21c1994

Observation f2b4b64d-681c-4db6-afcf-bf7375a75683 · outbound

This paper cites Decoupled Weight Decay Regularization.

EOVSAM: Efficient Open-Vocabulary Segmentation with SAM 3 in One Pass Decoupled Weight Decay Regularization

Reference 2014

Resolution
unresolved
no resolver link, observed 2026-08-04T10:02:13.865187Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T10:02:13.865187Z digest=sha256:e6a04fab89e1bf35698133942d5ada5240d19bc056a1544af65e2ac73afee75f

Observation 3c6ad8e5-d57e-4b51-b503-75381902694f · outbound

This paper cites Han,C.;Zhong,Y.;Li,D.;Han,K.;andMa,L.2023.

EOVSAM: Efficient Open-Vocabulary Segmentation with SAM 3 in One Pass Han,C.;Zhong,Y.;Li,D.;Han,K.;andMa,L.2023

Reference 2015

Resolution
unresolved
no resolver link, observed 2026-08-04T10:02:13.392436Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T10:02:13.392436Z digest=sha256:81f41f019496605bd12d7b9f77a172e183f674ac1b02843f7843080cfbbe4aa5

Observation a1f25867-db38-4549-90ae-6a58677a64d3 · outbound

This paper cites SAM 3: Segment Anything with Concepts.

EOVSAM: Efficient Open-Vocabulary Segmentation with SAM 3 in One Pass SAM 3: Segment Anything with Concepts

Reference 2018

Resolution
unresolved
no resolver link, observed 2026-08-04T10:02:12.837067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T10:02:12.837067Z digest=sha256:e86bc91ad20cd5c024cad3445d96f89ba28e286bf9b8a33de927a8685ab24b6b

Observation 35e64cac-6eaa-485f-bd65-e5db4403a833 · outbound

This paper cites InInternational conference on ma- chine learning, 4904–4916.

EOVSAM: Efficient Open-Vocabulary Segmentation with SAM 3 in One Pass InInternational conference on ma- chine learning, 4904–4916

Reference 2021

Resolution
unresolved
no resolver link, observed 2026-08-04T10:02:13.559172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T10:02:13.559172Z digest=sha256:e9caf8722136f59595c566b4cbf218727c356b0c4237c31f33a330e02e38f591

Observation e5c364b4-1801-4dba-b9d0-22fb96dcb520 · outbound

This paper cites InProceed- ingsoftheIEEE/CVFinternationalconferenceoncomputer vision, 11975–11986.

EOVSAM: Efficient Open-Vocabulary Segmentation with SAM 3 in One Pass InProceed- ingsoftheIEEE/CVFinternationalconferenceoncomputer vision, 11975–11986

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-04T10:02:14.568626Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T10:02:14.568626Z digest=sha256:f2d468282098f77fa845de79a56334c925afa44607de52a3f75586e727aac541

Observation b7d03c01-de8e-4187-9a76-1fc42cc6d190 · outbound

This paper cites FrozenSeg: Harmonizing Frozen Foundation Models for Open-Vocabulary Segmentation.

EOVSAM: Efficient Open-Vocabulary Segmentation with SAM 3 in One Pass FrozenSeg: Harmonizing Frozen Foundation Models for Open-Vocabulary Segmentation

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-04T10:02:13.114862Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T10:02:13.114862Z digest=sha256:142f93ec199c0afe0a9ed11838646e195c9f0f5eeacf721699bafcb2dbac1a5a

Observation 1ecec65d-c17d-4e44-b889-f87d5af77bc5 · outbound

This paper cites FGAseg: Fine-Grained Pixel-Text Alignment for Open-Vocabulary Semantic Segmentation.

EOVSAM: Efficient Open-Vocabulary Segmentation with SAM 3 in One Pass FGAseg: Fine-Grained Pixel-Text Alignment for Open-Vocabulary Semantic Segmentation

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-04T10:02:13.732274Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T10:02:13.732274Z digest=sha256:335b126f29f4a34a23f5cbf4eaa4a136584a958f9e03bffb107a22ce44c14581

Observation 6146c4b0-ef1a-4494-8a04-5a029bb5fc0c · outbound

This paper cites Chen,L.-C.;Zhu,Y.;Papandreou,G.;Schroff,F.;andAdam, H.2018.

EOVSAM: Efficient Open-Vocabulary Segmentation with SAM 3 in One Pass Chen,L.-C.;Zhu,Y.;Papandreou,G.;Schroff,F.;andAdam, H.2018

Reference 2026

Resolution
unresolved
no resolver link, observed 2026-08-04T10:02:12.947999Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T10:02:12.947999Z digest=sha256:e5c8369ed73192c0b1c5792a286ea76016c72af45dcb27d4c4c700cf31c7ece0

Pith citing papers

No inbound Pith citation observations are available.