# \#computer-vision **URL:** https://community.deeplearning.ai/tag/computer-vision/47.md [Latest](https://community.deeplearning.ai/latest.md) · [Categories](https://community.deeplearning.ai/categories.md) · [Tags](https://community.deeplearning.ai/tags.md) --- ## [CognivAgent: Reference implementation of an AI Agent using Claude Agent SDK](https://community.deeplearning.ai/t/cognivagent-reference-implementation-of-an-ai-agent-using-claude-agent-sdk/890812)
**Author:** [@costico](https://community.deeplearning.ai/u/costico)\ **Replies:** 0\ **Last updated:** [March 25, 2026, 4:24am UTC](https://community.deeplearning.ai/t/cognivagent-reference-implementation-of-an-ai-agent-using-claude-agent-sdk/890812 "2026-03-25T04:24:33Z")
TL;DR Transform videos into searchable knowledge graphs using Agentic AI workflows: CognivAgent - GitHub repository 𝗖𝗼𝗴𝗻𝗶𝘃𝗔𝗴𝗲𝗻𝘁 is an AI agent that transforms videos into searchable knowledge graphs. It combines varie… --- ## [A road map](https://community.deeplearning.ai/t/a-road-map/887231)
**Author:** [@LADHAM](https://community.deeplearning.ai/u/LADHAM)\ **Replies:** 0\ **Last updated:** [January 16, 2026, 11:32am UTC](https://community.deeplearning.ai/t/a-road-map/887231 "2026-01-16T11:32:41Z")
Hi, I am Adham and had taken Machine learning Specialization and deep learning Specialization from Andrew NG Can anyone guide me what is the next step roadmap to follow and become an AI expert for industry. Thanks. --- ## [I’m fine-tuning an object detection model using the TensorFlow Object Detection API, but my predicted bounding boxes are off even though the loss drops sharply](https://community.deeplearning.ai/t/i-m-fine-tuning-an-object-detection-model-using-the-tensorflow-object-detection-api-but-my-predicted-bounding-boxes-are-off-even-though-the-loss-drops-sharply/863281)
**Author:** [@Mojad1](https://community.deeplearning.ai/u/Mojad1)\ **Replies:** 10\ **Last updated:** [August 1, 2025, 7:47pm UTC](https://community.deeplearning.ai/t/i-m-fine-tuning-an-object-detection-model-using-the-tensorflow-object-detection-api-but-my-predicted-bounding-boxes-are-off-even-though-the-loss-drops-sharply/863281 "2025-08-01T19:47:58Z")
Hi everyone! I’ve been working on fine-tuning resnet50 a custom object detection model using the TensorFlow Object Detection API. The training process seems to technically work and the loss goes from around 1.89 down to… --- ## [Let’s build a SaaS… I have an innovative idea!](https://community.deeplearning.ai/t/let-s-build-a-saas-i-have-an-innovative-idea/545969)
**Author:** [@Jameswatson](https://community.deeplearning.ai/u/Jameswatson)\ **Replies:** 57\ **Last updated:** [July 31, 2025, 12:43pm UTC](https://community.deeplearning.ai/t/let-s-build-a-saas-i-have-an-innovative-idea/545969 "2025-07-31T12:43:57Z")
So basically I have an idea that I’m certain is necessary and needed and I want to build it. Networking in spaces like this is where you can meet good people so let’s get it done. Let me know if you’re interested. --- ## [Need help in creating a model which will be trained to Identify UI elements on web applications](https://community.deeplearning.ai/t/need-help-in-creating-a-model-which-will-be-trained-to-identify-ui-elements-on-web-applications/573727)
**Author:** [@spotnuru](https://community.deeplearning.ai/u/spotnuru)\ **Replies:** 2\ **Last updated:** [July 9, 2025, 3:21am UTC](https://community.deeplearning.ai/t/need-help-in-creating-a-model-which-will-be-trained-to-identify-ui-elements-on-web-applications/573727 "2025-07-09T03:21:10Z")
Hi All, It is a pleasure to be in this community and to see so many AI related projects. I have completed my PG Diploma in AI ML from Upgrad, but I am not still confident use the learnings, feel really ashamed. I am ve… --- ## [Please give me a road map](https://community.deeplearning.ai/t/please-give-me-a-road-map/804117)
**Author:** [@Mohammed13](https://community.deeplearning.ai/u/Mohammed13)\ **Replies:** 2\ **Last updated:** [April 23, 2025, 8:07pm UTC](https://community.deeplearning.ai/t/please-give-me-a-road-map/804117 "2025-04-23T20:07:08Z")
Hello I mohammed I love computer vision and i love to work in iam a student and i want to learn ml , cv and work with in freelancing PLS there’s a roadmap for me i learned python and have the basics in python libraries … --- ## [Computer Vision in 2024](https://community.deeplearning.ai/t/computer-vision-in-2024/733869)
**Author:** [@GoodVision](https://community.deeplearning.ai/u/GoodVision)\ **Replies:** 2\ **Last updated:** [December 27, 2024, 5:23pm UTC](https://community.deeplearning.ai/t/computer-vision-in-2024/733869 "2024-12-27T17:23:34Z")
Which are the top platforms or libraries to use to do computer vision (eg object detection, image classification) in 2024? I know pytorch, tensorflow, huggingface, etc. have models, but there’s so much out there I thoug… --- ## [Seeking Advice and Input: Real-Time Object Detection and Tracking Project](https://community.deeplearning.ai/t/seeking-advice-and-input-real-time-object-detection-and-tracking-project/562337)
**Author:** [@Ala\_Arboun](https://community.deeplearning.ai/u/Ala_Arboun)\ **Replies:** 1\ **Last updated:** [December 27, 2024, 5:13pm UTC](https://community.deeplearning.ai/t/seeking-advice-and-input-real-time-object-detection-and-tracking-project/562337 "2024-12-27T17:13:36Z")
Dear AI Community, I hope this message finds you well. I am reaching out to seek your valuable insights and advice regarding a project I am working on, which involves real-time object detection and tracking. Project Ov… --- ## [How do I implement a sparse locally connected neural network](https://community.deeplearning.ai/t/how-do-i-implement-a-sparse-locally-connected-neural-network/724548)
**Author:** [@RohanTJ](https://community.deeplearning.ai/u/RohanTJ)\ **Replies:** 7\ **Last updated:** [November 19, 2024, 7:04pm UTC](https://community.deeplearning.ai/t/how-do-i-implement-a-sparse-locally-connected-neural-network/724548 "2024-11-19T19:04:14Z")
I’m trying to build a image based neural network in tensorflow where the output shape is the same as the input shape, and I’m trying to make a sparsely connected neural network. The sparse connections should not be rando… --- ## [Improve Accuracy Siamese Network](https://community.deeplearning.ai/t/improve-accuracy-siamese-network/723786)
**Author:** [@KozmoF](https://community.deeplearning.ai/u/KozmoF)\ **Replies:** 10\ **Last updated:** [November 17, 2024, 6:06pm UTC](https://community.deeplearning.ai/t/improve-accuracy-siamese-network/723786 "2024-11-17T18:06:36Z")
Hello. I am new in AI programming, so sorry if am I asking something dumb. Ok, I am having problems with face recognition siamese network with triplet loss training. My accuracy is so instable and does not go up to 65%.… --- ## [Ensemble Learning with two models that have different class labels](https://community.deeplearning.ai/t/ensemble-learning-with-two-models-that-have-different-class-labels/707110)
**Author:** [@slam22](https://community.deeplearning.ai/u/slam22)\ **Replies:** 3\ **Last updated:** [October 13, 2024, 9:59pm UTC](https://community.deeplearning.ai/t/ensemble-learning-with-two-models-that-have-different-class-labels/707110 "2024-10-13T21:59:55Z")
I’m building a project to detect driver’s drowsiness. Is it possible to perform ensemble learning with two models, one that is built with the dataset containing 4 classes: eyes closed, eyes opened, yawn, not yawn (using… --- ## [Handwritten Digits Performance](https://community.deeplearning.ai/t/handwritten-digits-performance/706656)
**Author:** [@Godugu\_Anil\_Himam](https://community.deeplearning.ai/u/Godugu_Anil_Himam)\ **Replies:** 4\ **Last updated:** [October 11, 2024, 5:56pm UTC](https://community.deeplearning.ai/t/handwritten-digits-performance/706656 "2024-10-11T17:56:08Z")
Hey everyone, I have been working on a project to recognise hand written digits for the Digit Recognizer competition on Kaggle. I have been able to consistently develop the performance of the model from 95% to 99% on th… --- ## [C3W1 Bird Box - 'batch\_shape' unrecognized value in final save](https://community.deeplearning.ai/t/c3w1-bird-box-batch-shape-unrecognized-value-in-final-save/672456)
**Author:** [@anakha272](https://community.deeplearning.ai/u/anakha272)\ **Replies:** 5\ **Last updated:** [August 4, 2024, 8:50pm UTC](https://community.deeplearning.ai/t/c3w1-bird-box-batch-shape-unrecognized-value-in-final-save/672456 "2024-08-04T20:50:55Z")
I am having an issue with the final step of the birdbox assignment. My model runs, I am able to classify and localize birds in each image, and I get IOUs and am able to save it to temp\_model.h5. However, the final step, … --- ## [Introduction to Deep Learning](https://community.deeplearning.ai/t/introduction-to-deep-learning/571625)
**Author:** [@pieaishebeenelkom](https://community.deeplearning.ai/u/pieaishebeenelkom)\ **Replies:** 0\ **Last updated:** [February 14, 2024, 5:30pm UTC](https://community.deeplearning.ai/t/introduction-to-deep-learning/571625 "2024-02-14T17:30:12Z")
--- ## [Generation of Circuit Schematics from PCB Board - Computer Vision & Deep Learning](https://community.deeplearning.ai/t/generation-of-circuit-schematics-from-pcb-board-computer-vision-deep-learning/601689)
**Author:** [@mgautam](https://community.deeplearning.ai/u/mgautam)\ **Replies:** 14\ **Last updated:** [July 13, 2024, 4:17am UTC](https://community.deeplearning.ai/t/generation-of-circuit-schematics-from-pcb-board-computer-vision-deep-learning/601689 "2024-07-13T04:17:54Z")
Hi, I am an electronics engineer by profession. During my course of work I found that there is a strong need for understanding the design of electronics behind the PCB boards for troubleshooting and performance enhanceme… --- ## [Do I need openCV for DL or just use pytorch and tensorflow?](https://community.deeplearning.ai/t/do-i-need-opencv-for-dl-or-just-use-pytorch-and-tensorflow/659901)
**Author:** [@Mosaab\_EL\_Bouamrani](https://community.deeplearning.ai/u/Mosaab_EL_Bouamrani)\ **Replies:** 0\ **Last updated:** [July 8, 2024, 12:05pm UTC](https://community.deeplearning.ai/t/do-i-need-opencv-for-dl-or-just-use-pytorch-and-tensorflow/659901 "2024-07-08T12:05:27Z")
I new that openCV can be used for Image augmentation and segmentation and detection, But can’t you do that also in tensorflow and pytorch? what is the importance for learning openCV for CNN and CV and for Deep Learning? … --- ## [Robot that targets robbers using facial recognition](https://community.deeplearning.ai/t/robot-that-targets-robbers-using-facial-recognition/630412)
**Author:** [@ligt04](https://community.deeplearning.ai/u/ligt04)\ **Replies:** 8\ **Last updated:** [June 25, 2024, 8:21am UTC](https://community.deeplearning.ai/t/robot-that-targets-robbers-using-facial-recognition/630412 "2024-06-25T08:21:06Z")
I am new to artificial intelligence, and although this may sound like a challenge, I am eager to learn. I have a particular interest in computer vision and facial recognition. However, my experience is limited to using a… --- ## [VGG vs ResNet: Gradient ascent for generating an image that maximizes the class score with tensorflow and keras](https://community.deeplearning.ai/t/vgg-vs-resnet-gradient-ascent-for-generating-an-image-that-maximizes-the-class-score-with-tensorflow-and-keras/649608)
**Author:** [@Zappytoes](https://community.deeplearning.ai/u/Zappytoes)\ **Replies:** 0\ **Last updated:** [June 18, 2024, 6:35pm UTC](https://community.deeplearning.ai/t/vgg-vs-resnet-gradient-ascent-for-generating-an-image-that-maximizes-the-class-score-with-tensorflow-and-keras/649608 "2024-06-18T18:35:50Z")
languages: Python 3 and tf.keras 2.15.0 I’m working on an XAI project and I want to experiment with ResNet for generating images that maximize a class score or activation. This process is generally understood throu… --- ## [How do build a tool](https://community.deeplearning.ai/t/how-do-build-a-tool/629303)
**Author:** [@KrushnaPk](https://community.deeplearning.ai/u/KrushnaPk)\ **Replies:** 2\ **Last updated:** [May 20, 2024, 3:05pm UTC](https://community.deeplearning.ai/t/how-do-build-a-tool/629303 "2024-05-20T15:05:21Z")
Is it possible to build complete fruad detection tool with Google cloud services. I am from non-technical background. --- ## [Facial Recognition Services differences](https://community.deeplearning.ai/t/facial-recognition-services-differences/631252)
**Author:** [@kamol](https://community.deeplearning.ai/u/kamol)\ **Replies:** 0\ **Last updated:** [May 20, 2024, 2:48pm UTC](https://community.deeplearning.ai/t/facial-recognition-services-differences/631252 "2024-05-20T14:48:15Z")
hello! I hope someone could give me some insight on this: why are there so many Face Recognition Service vendors out there? A quick google search gives me a list of at least 15 vendors (some are from a well-known company… --- ## [I am working normal with my tensorflow till I restore my system and install everything again. I do not know why I am getting unbuilt here, which stops my model.fit() from working](https://community.deeplearning.ai/t/i-am-working-normal-with-my-tensorflow-till-i-restore-my-system-and-install-everything-again-i-do-not-know-why-i-am-getting-unbuilt-here-which-stops-my-model-fit-from-working/629126)
**Author:** [@esssyjr](https://community.deeplearning.ai/u/esssyjr)\ **Replies:** 7\ **Last updated:** [May 17, 2024, 7:10pm UTC](https://community.deeplearning.ai/t/i-am-working-normal-with-my-tensorflow-till-i-restore-my-system-and-install-everything-again-i-do-not-know-why-i-am-getting-unbuilt-here-which-stops-my-model-fit-from-working/629126 "2024-05-17T19:10:57Z")
--- ## [Algorithmically driven "multi-modal" Agentic\_InsurTech](https://community.deeplearning.ai/t/algorithmically-driven-multi-modal-agentic-insurtech/628887)
**Author:** [@fAles](https://community.deeplearning.ai/u/fAles)\ **Replies:** 0\ **Last updated:** [May 16, 2024, 4:26pm UTC](https://community.deeplearning.ai/t/algorithmically-driven-multi-modal-agentic-insurtech/628887 "2024-05-16T16:26:18Z")
Hi to all from the sunny​:sun\_with\_face: part of the Alps​:national\_park: :slovenia: I need help :sos: to deploy/compute the code script :technologist: for: -image caption {using LlaVa or other \_vision grounding LMM-LLM… --- ## [Hello, Excited to Join! I'm Yeonwook](https://community.deeplearning.ai/t/hello-excited-to-join-im-yeonwook/628121)
**Author:** [@Yunuuuk1](https://community.deeplearning.ai/u/Yunuuuk1)\ **Replies:** 1\ **Last updated:** [May 15, 2024, 4:03pm UTC](https://community.deeplearning.ai/t/hello-excited-to-join-im-yeonwook/628121 "2024-05-15T16:03:24Z")
Hello, my name is Yeonwook, and I am a software engineer from Korea. I have an interest in AI and want to learn more about it. I am excited to learn with everyone at deeplearning.ai. I hope to learn a lot here and meet m… --- ## [CPU Usage and GPU usage](https://community.deeplearning.ai/t/cpu-usage-and-gpu-usage/610711)
**Author:** [@Diwakar\_Sehgal](https://community.deeplearning.ai/u/Diwakar_Sehgal)\ **Replies:** 7\ **Last updated:** [April 16, 2024, 8:45pm UTC](https://community.deeplearning.ai/t/cpu-usage-and-gpu-usage/610711 "2024-04-16T20:45:33Z")
I have recently tried to implement an approach to deepfake detection I found in a paper. The model is training very slowly. I contains 7000 training images. 700 validation images. It is supposed to run for 550 epochs. … --- ## [Need help deploying yolov8](https://community.deeplearning.ai/t/need-help-deploying-yolov8/608812)
**Author:** [@Satvikahuja](https://community.deeplearning.ai/u/Satvikahuja)\ **Replies:** 4\ **Last updated:** [April 14, 2024, 5:08pm UTC](https://community.deeplearning.ai/t/need-help-deploying-yolov8/608812 "2024-04-14T17:08:01Z")
Please help me out Since many days i am getting errors while deploying yolov8 flask webapp which uses real time camera obj detections, What is the easiest way to deploy, is making api necessary by running flask and mod… --- ## [Introduction to Build AI!](https://community.deeplearning.ai/t/introduction-to-build-ai/604029)
**Author:** [@GraceGPUs](https://community.deeplearning.ai/u/GraceGPUs)\ **Replies:** 3\ **Last updated:** [April 5, 2024, 2:01pm UTC](https://community.deeplearning.ai/t/introduction-to-build-ai/604029 "2024-04-05T14:01:00Z")
Hi DeepLearning AI Community - I’m Grace, I work for a platform that’s slowly trying to build more affordable, eco-friendly GPUs. It’s a huge undertaking, so while we’re building that out we’ve been working on another co… --- ## [Face Skin Analyzer](https://community.deeplearning.ai/t/face-skin-analyzer/558116)
**Author:** [@pratikskarnik](https://community.deeplearning.ai/u/pratikskarnik)\ **Replies:** 6\ **Last updated:** [April 2, 2024, 11:43am UTC](https://community.deeplearning.ai/t/face-skin-analyzer/558116 "2024-04-02T11:43:48Z")
The project “Face Skin Analyzer” is a Computer Vision model developed by me and hosted on Hugging Face’s model repository. The model is designed to analyze text descriptions of facial problems and provide a classificatio… --- ## [Best Laptop for Deep Learning ](https://community.deeplearning.ai/t/best-laptop-for-deep-learning/560162)
**Author:** [@Hamid315](https://community.deeplearning.ai/u/Hamid315)\ **Replies:** 6\ **Last updated:** [April 1, 2024, 4:00am UTC](https://community.deeplearning.ai/t/best-laptop-for-deep-learning/560162 "2024-04-01T04:00:33Z")
I want buy a macbook laptop for beginning Deep Learning Is macbook laptop appropriate for deep learning!? Because this have not GPU . --- ## [Deepfake image detection](https://community.deeplearning.ai/t/deepfake-image-detection/596345)
**Author:** [@Diwakar\_Sehgal](https://community.deeplearning.ai/u/Diwakar_Sehgal)\ **Replies:** 2\ **Last updated:** [March 24, 2024, 2:38pm UTC](https://community.deeplearning.ai/t/deepfake-image-detection/596345 "2024-03-24T14:38:30Z")
I want to research in deepfake image detection.What are research papers that I must read? What is latest in this field? --- ## [Model always give me 0.624 accuarcy](https://community.deeplearning.ai/t/model-always-give-me-0-624-accuarcy/590300)
**Author:** [@MootazMnasri](https://community.deeplearning.ai/u/MootazMnasri)\ **Replies:** 3\ **Last updated:** [March 14, 2024, 7:01pm UTC](https://community.deeplearning.ai/t/model-always-give-me-0-624-accuarcy/590300 "2024-03-14T19:01:24Z")
I’m working in university on project that should do classification of leukemia cancer based on Protein sequence SNP in the form of Wavelet Coherence Transform scalograms. The datasets I have is about 312 images (unbalanc… [Next page](https://community.deeplearning.ai/tag/computer-vision/47.md?match_all_tags=true&page=1&tags%5B%5D=computer-vision)