# \#research **URL:** https://discuss.roboflow.com/tag/research/9.md [Latest](https://discuss.roboflow.com/latest.md) · [Categories](https://discuss.roboflow.com/categories.md) · [Tags](https://discuss.roboflow.com/tags.md) --- ## [Research Plan Account Update Help Needed](https://discuss.roboflow.com/t/research-plan-account-update-help-needed/12546)
**Author:** [@hdh20267](https://discuss.roboflow.com/u/hdh20267)\ **Replies:** 0\ **Last updated:** [October 6, 2026, 5:57pm UTC](https://discuss.roboflow.com/t/research-plan-account-update-help-needed/12546 "2026-10-06T17:57:40Z")
Project Type: Research Operating System & Browser: MacOS/Safari Project Universe Link or Workspace/Project ID: usda-pecan Do you grant Roboflow Support permission to access your Workspace for troubleshooting? … --- ## [An error occured when getting the model upload URL: 401 Client Error: Unauthorized](https://discuss.roboflow.com/t/an-error-occured-when-getting-the-model-upload-url-401-client-error-unauthorized/12535)
**Author:** [@Felipe\_Arruda\_Moura](https://discuss.roboflow.com/u/Felipe_Arruda_Moura)\ **Replies:** 4\ **Last updated:** [September 30, 2026, 9:06pm UTC](https://discuss.roboflow.com/t/an-error-occured-when-getting-the-model-upload-url-401-client-error-unauthorized/12535 "2026-09-30T21:06:43Z")
Describe your question/issue here! (delete this when you post) Project Type: Players detection Operating System & Browser: Google Colab Project Universe Link or Workspace/Project ID: project = rf.workspace(“felipemoura… --- ## [Number of Images for multiple different classes](https://discuss.roboflow.com/t/number-of-images-for-multiple-different-classes/12493)
**Author:** [@jjo](https://discuss.roboflow.com/u/jjo)\ **Replies:** 1\ **Last updated:** [September 20, 2026, 8:26pm UTC](https://discuss.roboflow.com/t/number-of-images-for-multiple-different-classes/12493 "2026-09-20T20:26:49Z")
Project Type: Ingredient Recognition System Hello! I am relatively new to working with datasets and image classification, so I would appreciate some advice. So, we were tasked with creating an Ingredient Recognition Syst… --- ## [URGENT: Student research plan email verification help](https://discuss.roboflow.com/t/urgent-student-research-plan-email-verification-help/12494)
**Author:** [@Alex1](https://discuss.roboflow.com/u/Alex1)\ **Replies:** 0\ **Last updated:** [September 19, 2026, 10:13pm UTC](https://discuss.roboflow.com/t/urgent-student-research-plan-email-verification-help/12494 "2026-09-19T22:13:26Z")
Project Type: Object Detection Operating System & Browser: Win11 , Chrome Project Universe Link or Workspace/Project ID: futureinnovators Do you grant Roboflow Support permission to access your Workspace for troubleshoo… --- ## [Enterprise plan - please help me with that](https://discuss.roboflow.com/t/enterprise-plan-please-help-me-with-that/12438)
**Author:** [@Ohad\_Borenstein](https://discuss.roboflow.com/u/Ohad_Borenstein)\ **Replies:** 0\ **Last updated:** [August 21, 2026, 10:13am UTC](https://discuss.roboflow.com/t/enterprise-plan-please-help-me-with-that/12438 "2026-08-21T10:13:54Z")
Describe your question/issue here! (delete this when you post) Project Type: Operating System & Browser: Project Universe Link or Workspace/Project ID: Do you grant Roboflow Support permission to access your Workspace … --- ## [Phone Camera (keypoint detection)](https://discuss.roboflow.com/t/phone-camera-keypoint-detection/12301)
**Author:** [@Faniyi\_Olakunle](https://discuss.roboflow.com/u/Faniyi_Olakunle)\ **Replies:** 2\ **Last updated:** [July 10, 2026, 8:34am UTC](https://discuss.roboflow.com/t/phone-camera-keypoint-detection/12301 "2026-07-10T08:34:19Z")
Hello, I am new to computer vision and I am trying to figure things out. Please I have a project that requires the recognition of various parts of a goat. I plan to get enough videos and pictures from goat markets. I ha… --- ## [Tips for improving recall in blueberry flower detection model](https://discuss.roboflow.com/t/tips-for-improving-recall-in-blueberry-flower-detection-model/12341)
**Author:** [@mevalt](https://discuss.roboflow.com/u/mevalt)\ **Replies:** 3\ **Last updated:** [July 1, 2026, 9:30pm UTC](https://discuss.roboflow.com/t/tips-for-improving-recall-in-blueberry-flower-detection-model/12341 "2026-07-01T21:30:31Z")
Hi, I’m looking for tips for improving my model’s performance. I’m asking a lot of my model; to identify open blueberry flowers in a complex, 3-dimensional space. I’ve annotated roughly 280 images so far, but I have thou… --- ## [Auto Label with SAM 3 completed with 0 annotations but consumed credits](https://discuss.roboflow.com/t/auto-label-with-sam-3-completed-with-0-annotations-but-consumed-credits/12302)
**Author:** [@Chay](https://discuss.roboflow.com/u/Chay)\ **Replies:** 0\ **Last updated:** [June 17, 2026, 10:43am UTC](https://discuss.roboflow.com/t/auto-label-with-sam-3-completed-with-0-annotations-but-consumed-credits/12302 "2026-06-17T10:43:39Z")
Project Type: Instance Segmentation Operating System & Browser: Ubuntu, Chrome Project Universe Link or Workspace/Project ID: DigitalAgraAI/testphase Do you grant Roboflow Support permission to access your Workspace for… --- ## [How to see details of NAS models](https://discuss.roboflow.com/t/how-to-see-details-of-nas-models/12185)
**Author:** [@Scarpa](https://discuss.roboflow.com/u/Scarpa)\ **Replies:** 1\ **Last updated:** [May 20, 2026, 1:59pm UTC](https://discuss.roboflow.com/t/how-to-see-details-of-nas-models/12185 "2026-05-20T13:59:30Z")
Project Type: Object Detection Operating System & Browser: Windows; Google Chrome Project Universe Link or Workspace/Project ID: burrow-id Do you grant Roboflow Support permission to access your Workspace for troublesho… --- ## [Research plan downgrade with no reason](https://discuss.roboflow.com/t/research-plan-downgrade-with-no-reason/12142)
**Author:** [@kafkaesk1](https://discuss.roboflow.com/u/kafkaesk1)\ **Replies:** 1\ **Last updated:** [May 4, 2026, 11:48am UTC](https://discuss.roboflow.com/t/research-plan-downgrade-with-no-reason/12142 "2026-05-04T11:48:05Z")
Greetings, could you please help me with a problem? I was using Research Plan through my .edu account. However, you automatically downgraded me to Public Plan. I’m facing a screen asking me to delete 9 projects in my wo… --- ## [\[URGENT\] Unable to cancel or progress stuck Auto-labeling job](https://discuss.roboflow.com/t/urgent-unable-to-cancel-or-progress-stuck-auto-labeling-job/12132)
**Author:** [@Hilman\_Hermawan](https://discuss.roboflow.com/u/Hilman_Hermawan)\ **Replies:** 1\ **Last updated:** [May 4, 2026, 9:33am UTC](https://discuss.roboflow.com/t/urgent-unable-to-cancel-or-progress-stuck-auto-labeling-job/12132 "2026-05-04T09:33:14Z")
Hi Roboflow Team, I am experiencing an issue where an Auto Labeling job is stuck on the “Labeling in progress..” screen indefinitely. It has been showing 0/323 images annotated for a long time, and I cannot find a way t… --- ## [The annotation image numbering is not in sequence](https://discuss.roboflow.com/t/the-annotation-image-numbering-is-not-in-sequence/12096)
**Author:** [@bonjovi](https://discuss.roboflow.com/u/bonjovi)\ **Replies:** 0\ **Last updated:** [April 20, 2026, 1:35am UTC](https://discuss.roboflow.com/t/the-annotation-image-numbering-is-not-in-sequence/12096 "2026-04-20T01:35:42Z")
Hi, I have been using Roboflow to annotate some dataset, and they are in sequnce form like 1 to 500, but when I upload the images and start annotating the sequence is not longer in form or in order, they are randomly sca… --- ## [Research Plan – Request for Increased Team Member Limit (Classroom Use)](https://discuss.roboflow.com/t/research-plan-request-for-increased-team-member-limit-classroom-use/12002)
**Author:** [@llinkas](https://discuss.roboflow.com/u/llinkas)\ **Replies:** 3\ **Last updated:** [March 27, 2026, 7:15pm UTC](https://discuss.roboflow.com/t/research-plan-request-for-increased-team-member-limit-classroom-use/12002 "2026-03-27T19:15:00Z")
Hi Roboflow Team, I’m a student-researcher at Bowdoin College and I’m planning to use Roboflow as part of a hands-on labeling activity in my research advisor’s Advanced Data Science class. The activity will involve appr… --- ## [Research Plan request – institution email not recognized](https://discuss.roboflow.com/t/research-plan-request-institution-email-not-recognized/11929)
**Author:** [@zeus](https://discuss.roboflow.com/u/zeus)\ **Replies:** 4\ **Last updated:** [March 9, 2026, 8:05pm UTC](https://discuss.roboflow.com/t/research-plan-request-institution-email-not-recognized/11929 "2026-03-09T20:05:06Z")
Hello Roboflow team, I am a third-year engineering student at the National Institute of Electronics and Telecommunications of Sfax,tunisia. My field of study is Industrial Computer Engineering, with a specialization in … --- ## [SAM3 Roboflow Rapid not able to view the project](https://discuss.roboflow.com/t/sam3-roboflow-rapid-not-able-to-view-the-project/11897)
**Author:** [@Ting\_Tian](https://discuss.roboflow.com/u/Ting_Tian)\ **Replies:** 0\ **Last updated:** [February 26, 2026, 2:07am UTC](https://discuss.roboflow.com/t/sam3-roboflow-rapid-not-able-to-view-the-project/11897 "2026-02-26T02:07:46Z")
Hi Community, I’m encountering an issue after creating a Rapid project in Roboflow. After the project is created, I’m unable to view it. The project URL immediately fails and redirects me either back to the project crea… --- ## [Roboflow's Autodistill Library](https://discuss.roboflow.com/t/roboflows-autodistill-library/11821)
**Author:** [@Sharanya\_Anil](https://discuss.roboflow.com/u/Sharanya_Anil)\ **Replies:** 1\ **Last updated:** [February 12, 2026, 8:00pm UTC](https://discuss.roboflow.com/t/roboflows-autodistill-library/11821 "2026-02-12T20:00:26Z")
in roboflow’s auto distill library, when we define caption ontology, can we have a many to one mapping, something of this sorts \[“striped shirt”,“black and white stripes”, “person not wearing team jersey”,“wearing strip… --- ## [Model Training got Stopped due to Error](https://discuss.roboflow.com/t/model-training-got-stopped-due-to-error/11817)
**Author:** [@Teo\_Jun\_Jia](https://discuss.roboflow.com/u/Teo_Jun_Jia)\ **Replies:** 1\ **Last updated:** [February 5, 2026, 2:00am UTC](https://discuss.roboflow.com/t/model-training-got-stopped-due-to-error/11817 "2026-02-05T02:00:10Z")
Hi, My model training at has utilized almost 90% of my credits. However, it got error suddenly and I am not able to download the weight. I am under free plan with research credits. --- ## [Best tracker to pair with RF-DETR Seg for dense scenes?](https://discuss.roboflow.com/t/best-tracker-to-pair-with-rf-detr-seg-for-dense-scenes/11719)
**Author:** [@pedestrianman](https://discuss.roboflow.com/u/pedestrianman)\ **Replies:** 1\ **Last updated:** [January 30, 2026, 2:32pm UTC](https://discuss.roboflow.com/t/best-tracker-to-pair-with-rf-detr-seg-for-dense-scenes/11719 "2026-01-30T14:32:57Z")
Hi all! I’m using RF-DETR Segmentation to track a dense group of sheep entering a barn (lots of occlusions + very similar-looking individuals) and I need stable per-animal trajectories with minimal ID switches. Righ… --- ## [Dataset Download Stuck](https://discuss.roboflow.com/t/dataset-download-stuck/11625)
**Author:** [@jondave](https://discuss.roboflow.com/u/jondave)\ **Replies:** 6\ **Last updated:** [January 27, 2026, 3:53pm UTC](https://discuss.roboflow.com/t/dataset-download-stuck/11625 "2026-01-27T15:53:21Z")
Hi I am trying to download my dataset from Roboflow I have tried the website, both direct zip file download and curl script, and using the Python API I have tried variosu label formats including yolov11, v8, coco and all… --- ## [How to Properly Cite Sources from Roboflow Universe](https://discuss.roboflow.com/t/how-to-properly-cite-sources-from-roboflow-universe/11720)
**Author:** [@zrjohnson3](https://discuss.roboflow.com/u/zrjohnson3)\ **Replies:** 1\ **Last updated:** [January 24, 2026, 8:52pm UTC](https://discuss.roboflow.com/t/how-to-properly-cite-sources-from-roboflow-universe/11720 "2026-01-24T20:52:46Z")
Question: Best practices for data citation: Identifying original contributors when “Source” field is an alphanumeric string Hello Roboflow Community, I am currently working on a project, and we are utilizing datasets s… --- ## [Adding to existing dataset after training a model](https://discuss.roboflow.com/t/adding-to-existing-dataset-after-training-a-model/11693)
**Author:** [@klogan](https://discuss.roboflow.com/u/klogan)\ **Replies:** 1\ **Last updated:** [January 13, 2026, 9:55pm UTC](https://discuss.roboflow.com/t/adding-to-existing-dataset-after-training-a-model/11693 "2026-01-13T21:55:16Z")
I’m working on an image detection model. The current dataset has ~900 images annotated and about 2,000 unannotated images. Am I able to train a model on the currently annotated images and then continue to add more to the… --- ## [Academic Email Recognition Issue 2](https://discuss.roboflow.com/t/academic-email-recognition-issue-2/11682)
**Author:** [@RafaelReverberi\_OWO](https://discuss.roboflow.com/u/RafaelReverberi_OWO)\ **Replies:** 2\ **Last updated:** [January 7, 2026, 7:31pm UTC](https://discuss.roboflow.com/t/academic-email-recognition-issue-2/11682 "2026-01-07T19:31:39Z")
Hi Roboflow Community, we are working on a non-commercial school research project and currently facing an issue with academic verification. Our email address reverberi.rafael@sus.owo.ch belongs to our school / educat… --- ## [Caribbean marine life Identification and Measurement in Underwater Environments](https://discuss.roboflow.com/t/caribbean-marine-life-identification-and-measurement-in-underwater-environments/11598)
**Author:** [@CRigano](https://discuss.roboflow.com/u/CRigano)\ **Replies:** 2\ **Last updated:** [December 15, 2025, 7:16pm UTC](https://discuss.roboflow.com/t/caribbean-marine-life-identification-and-measurement-in-underwater-environments/11598 "2025-12-15T19:16:01Z")
Project Type: Research Operating System & Browser: Roboflex, Google Collab\*,\* and Google Drive Project Universe Link or Workspace/Project ID: TBD Trying to develop a model for Caribbean marine life Identification and Me… --- ## [Backend not up!](https://discuss.roboflow.com/t/backend-not-up/11553)
**Author:** [@careunix](https://discuss.roboflow.com/u/careunix)\ **Replies:** 0\ **Last updated:** [December 6, 2025, 12:12pm UTC](https://discuss.roboflow.com/t/backend-not-up/11553 "2025-12-06T12:12:47Z")
I am assuming these guys have a major ddos attack on their asses. why don’t you guys just ufw block all. don’t trust cloudflare and take up a temp backend so we can still use this, thank you. --- ## [Acces to weight download with research plan](https://discuss.roboflow.com/t/acces-to-weight-download-with-research-plan/11445)
**Author:** [@Floris](https://discuss.roboflow.com/u/Floris)\ **Replies:** 0\ **Last updated:** [November 11, 2025, 7:00pm UTC](https://discuss.roboflow.com/t/acces-to-weight-download-with-research-plan/11445 "2025-11-11T19:00:40Z")
Hi everyone, I’m working on a small educational project where I’d like to run my Roboflow model locally. To do that, I need to download the model weights, but I’m not sure whether this is included in the Research Plan. … --- ## [Inquiry about increasing the amount of images on a research account for citrus and stem detection](https://discuss.roboflow.com/t/inquiry-about-increasing-the-amount-of-images-on-a-research-account-for-citrus-and-stem-detection/11433)
**Author:** [@Andrei\_Catalan](https://discuss.roboflow.com/u/Andrei_Catalan)\ **Replies:** 0\ **Last updated:** [November 6, 2025, 9:00pm UTC](https://discuss.roboflow.com/t/inquiry-about-increasing-the-amount-of-images-on-a-research-account-for-citrus-and-stem-detection/11433 "2025-11-06T21:00:14Z")
Hello, I was wondering if it is possible to increase the amount of images that we can train with on our research account for detecting both oranges and their respective stems. I have read that research with roboflow can… --- ## [Question about custom image resolutions during RF-DETR training](https://discuss.roboflow.com/t/question-about-custom-image-resolutions-during-rf-detr-training/11431)
**Author:** [@Amanda\_Marino](https://discuss.roboflow.com/u/Amanda_Marino)\ **Replies:** 2\ **Last updated:** [November 6, 2025, 7:45pm UTC](https://discuss.roboflow.com/t/question-about-custom-image-resolutions-during-rf-detr-training/11431 "2025-11-06T19:45:13Z")
Hi everyone, I’m trying to train an rfdata model on a custom dataset. I’d like to train two separate models - one optimized for inference at 640p and another at 1280p. All of my dataset images have the same native reso… --- ## [Infinite loading when renaming classes in Roboflow dataset](https://discuss.roboflow.com/t/infinite-loading-when-renaming-classes-in-roboflow-dataset/11330)
**Author:** [@Mali](https://discuss.roboflow.com/u/Mali)\ **Replies:** 0\ **Last updated:** [October 10, 2025, 7:07am UTC](https://discuss.roboflow.com/t/infinite-loading-when-renaming-classes-in-roboflow-dataset/11330 "2025-10-10T07:07:21Z")
Project Type: Segmentation Operating System & Browser: Windows 10, Windows 11 / Opera GX and Chrome Project Universe Link or Workspace/Project ID: tree-detection-iqy2i Hi Roboflow team, I’m experiencing an issue wher… --- ## [What algorithms are used in Roboflow 3.0?](https://discuss.roboflow.com/t/what-algorithms-are-used-in-roboflow-3-0/11210)
**Author:** [@Dogan\_Irmak\_Ural](https://discuss.roboflow.com/u/Dogan_Irmak_Ural)\ **Replies:** 0\ **Last updated:** [September 18, 2025, 2:14pm UTC](https://discuss.roboflow.com/t/what-algorithms-are-used-in-roboflow-3-0/11210 "2025-09-18T14:14:30Z")
The title is my question. I am writing an academic article and I need to know what is the architecture behind Roboflow 3.0 if I want to cite this experiment. If anyone have an answer to this it will be appreciated. Chee… --- ## [Unable to train new models since prepaid credits are not being recognized](https://discuss.roboflow.com/t/unable-to-train-new-models-since-prepaid-credits-are-not-being-recognized/10978)
**Author:** [@Madhav\_Shukla](https://discuss.roboflow.com/u/Madhav_Shukla)\ **Replies:** 0\ **Last updated:** [August 21, 2025, 5:03am UTC](https://discuss.roboflow.com/t/unable-to-train-new-models-since-prepaid-credits-are-not-being-recognized/10978 "2025-08-21T05:03:39Z")
Project Type: Instance Segmentation Operating System & Browser: Windows and Brave Browser Hello, I’m currently on the Basic Plan and have nearly used up my monthly credits (2.3 left). In my workspace, I also have 24 p… [Next page](https://discuss.roboflow.com/tag/research/9.md?match_all_tags=true&page=1&tags%5B%5D=research)